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FORM · Earnings-call lab · 41 calls graded · 2016–2026

FormFactor, Inc.

The call grade, management's tone measured against 177,437 other calls, what changed since the quarter before, and every one of the 500 checks.

500checks per call

41calls analyzed

2016–2026coverage

NEWESTQ1 2026 call

2026-04-29 · 500 / 500 checks · members only

LockedStarter · $1 first week

AI call read

Grade locked

Grade and plain-English verdict

Expected 45-day move

Locked

Move size estimate, not direction

AI checks completed

500/ 500

Every check answered YES or NO

This is the current report. Unlock its call read, expected move size, and all 500 answers.

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OPENQ4 2025 call

2026-02-04 · 8 analysts · 21 questions · 500 / 500 checks

Free · full reportThe quarter before the newest

B+

Call grade · Better than 75% of 177,437 calls

Strong call. Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.

Management toneResultTypical range · middle half of all callsFlag

Candor7 /9

—

Evasion2 /9

—

Specificity8 /9

—

Confidence8 /9

—

Uncertainty3 /9

—

Promotion4 /9

—

Stress1 /9

—

Complexity6 /9

—

Since the quarter before · Q3 2025 → Q4 2025

Guidance raisedDemand acceleratingMargins expandingPricing stableHeadcount cuttingCapex increasing⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Guidance underwritable✓ Resolves doubts✓ Volume step-up ahead

Notable checks detected

Does the operator announce more than five questioners?
Is there a questioner from an investment bank other than the first three analysts who ask questions?
Are there more than ten analyst questions in total?
Does the operator mention a queue or "next question" more than three times?

ScreenersGuidance Raised High Candor Skeptic Reassured Critic Ammunition Volume Step-Up Early Product, Fast Growth Underused Fixed Costs Margins Expanding

Lab panel · Q4 2025 call

30 markers, measured against 177,437 calls

Language counted straight from the transcript, behaviour read by the 500 checks, tone above. The band is the middle half of every call we have graded; a flag means this call sits outside it.

8 flags on this call

LanguageResultTypical range · middle half of all callsFlag

AI mentionsTimes management said AI, generative, LLM or agentic.1 mentions

typical 0–0

"Great question"Management praising a question before answering it.1 times

typical 0–1

—

Thank-yousEvery thanks on the call, in both directions.43 times

typical 13–31

BuzzwordsSynergies, headwinds, flywheels, best-in-class and friends.1.6 /1k words

typical 0.6–1.8

—

HedgesSort of, kind of, roughly, I think, probably.6.8 /1k words

typical 5.5–10.5

—

SuperlativesRecord, unprecedented, tremendous, incredible.2.2 /1k words

typical 0.3–1.2

Outside forcesMacro, weather, currency, tariffs, supply chain.9 mentions

typical 1–9

—

Stonewalls"Not going to comment", "we don't break that out".0 times

typical 0–0

—

NumbersFigures per thousand words of management speech. Low means vague.27.8 /1k words

typical 21.2–35.3

—

"Excited"Excited, exciting, thrilled.5 times

typical 0–3

Script shareShare of the call spent on prepared remarks rather than questions.44% % of call

typical 35%–55%

—

CEO shareHow much of the talking the CEO did.55% % of mgmt words

typical 29%–68%

—

Longest answerThe longest single management answer in the Q&A.263 words

typical 249–461

—

Reading levelFlesch–Kincaid grade level of management answers.7.7 US grade

typical 7.6–9.6

—

Behaviour · from the 500 checksDetectedTypical range · middle half of all callsFlag

FlatteryCompliments, thank-yous and first names between analysts and management.35 of 49

typical 16–30

DodgingQuestions declined, deferred or answered with a different question.7 of 15

typical 5–9

—

BlameResults attributed to weather, macro, currency or other outside forces.8 of 27

typical 3–12

—

HypeSuperlatives and excitement in management language.9 of 11

typical 2–8

Analyst pushbackHow hard the analysts pressed: follow-ups, two-part questions, challenges.12 of 22

typical 5–10

ConfessionAdmissions, apologies and self-corrections.4 of 11

typical 1–5

—

Call theaterStage management: operator mechanics, scripted cues, "color".22 of 33

typical 12–19

Capital returns talkAttention paid to buybacks, dividends, M&A and the balance sheet.0 of 7

typical 1–5

—

Counts are literal: "AI mentions" is the number of times management said it. Behaviour indices count how many checks in a themed group came back YES. Rankings across all companies →

Full transparency

All 500 AI checks

Q4 2025 · 500 checks

Every answer is below. Open any check to see what its YES or NO means.

Choose a past call

500checked

260detected

240not detected

YES Does an executive answer a question by describing a process rather than an outcome? Activist · seen in 86.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 86.8% of calls 85.3% repeat consistency

NO Is there a question the executive answers with a question back to the analyst? Activist · seen in 31.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.3% of calls 88.3% repeat consistency

YES Does anyone compare the company to an unnamed "competitor" or "peer" rather than naming it? Activist · seen in 63.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 63.3% of calls 83% repeat consistency

NO Does anyone use "historically" or "traditionally" while defending a current practice? Activist · seen in 28.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 28.6% of calls 83.7% repeat consistency

NO Is a departure, transition, or role change mentioned only in passing without a thank-you or tribute? Activist · seen in 10% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10% of calls 91% repeat consistency

NO Does anyone reference a private conversation ("as I told...", "as we discussed offline")? Activist · seen in 18% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18% of calls 85% repeat consistency

YES Does the transcript contain the phrase "next question" at least twice? Air Traffic · seen in 83.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.8% of calls 97.3% repeat consistency

YES Does an analyst ask a question spanning more than five sentences? Air Traffic · seen in 75.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.4% of calls 88.6% repeat consistency

YES Does any analyst ask a question containing multiple sub-questions (three or more)? Air Traffic · seen in 89.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 89.5% of calls 94% repeat consistency

NO Does the CEO answer a question personally after another executive initially responds? Air Traffic · seen in 58% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 58% of calls 90% repeat consistency

NO Does any speaker use the phrase "if you look at" at least twice? Air Traffic · seen in 35.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 35.1% of calls 90% repeat consistency

YES Does any analyst preface a question by summarizing the company's stated results? Air Traffic · seen in 75.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.4% of calls 80.6% repeat consistency

NO Does any speaker use the word "obviously" at least twice? Air Traffic · seen in 55.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 55.8% of calls 83.8% repeat consistency

YES Does anyone say "guidance" in the same sentence as a specific number? Air Traffic · seen in 56.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 56.4% of calls 90.3% repeat consistency

YES Does any analyst say "congrats" or "congratulations" to management? Air Traffic · seen in 35.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 35.8% of calls 99.7% repeat consistency

NO Is the word "scale" or "scaling" used as a verb? Air Traffic · seen in 22.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 22.7% of calls 97.7% repeat consistency

YES Does an analyst ask a question beginning with a number ("two questions", "three quick ones")? Air Traffic · seen in 32.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 32.8% of calls 88.7% repeat consistency

YES Does any analyst say "thank you" before asking their question? Air Traffic · seen in 71.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 71.4% of calls 90.4% repeat consistency

NO Does any analyst name two or more executives when asking their question? Air Traffic · seen in 35.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 35.1% of calls 86.9% repeat consistency

NO Does the word "outperform," "outperformance," or "beat" appear? Air Traffic · seen in 31.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.7% of calls 95.7% repeat consistency

YES Does anyone say "the environment" when describing market conditions? Air Traffic · seen in 51.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 51.5% of calls 83.9% repeat consistency

NO Does any executive use the word "momentum" at least twice? Air Traffic · seen in 29.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 29.5% of calls 97.3% repeat consistency

YES Does an executive begin an answer with "Great question," "Thanks," or "Appreciate"? Air Traffic · seen in 46% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 46% of calls 88.3% repeat consistency

YES Does the CFO use the phrase "adjusted" or "non-GAAP" at least three times? Air Traffic · seen in 51.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 51.6% of calls 96.9% repeat consistency

YES Does any speaker say "thank you" more than three times? Air Traffic · seen in 78.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 78.4% of calls 80.1% repeat consistency

YES Does any speaker say "with that" as a transition phrase? Air Traffic · seen in 76.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 76.4% of calls 99% repeat consistency

YES Does anyone use the phrase "on a comparable basis" or "adjusted for"? Air Traffic · seen in 17.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 17.6% of calls 92.6% repeat consistency

YES Does any speaker say "moving to" or "turning to" when changing topics? Air Traffic · seen in 74.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 74.8% of calls 93.8% repeat consistency

YES Does any speaker say "over to you" or "I'll turn it over"? Air Traffic · seen in 79.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 79.9% of calls 81.1% repeat consistency

YES Does any speaker say "operator" aloud during the call? Air Traffic · seen in 43.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 43.9% of calls 87.6% repeat consistency

YES Does anyone repeat the same stock phrase three or more times? Anthropologist · seen in 85.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 85.4% of calls 82.7% repeat consistency

NO Does anyone use the phrase "as you know" to introduce a claim? Anthropologist · seen in 49% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 49% of calls 90.7% repeat consistency

YES Does any speaker apologize without attaching a fix to the apology? Anthropologist · seen in 21.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 21.2% of calls 85.3% repeat consistency

NO Does the call end without any closing statement from the CEO? Anthropologist · seen in 24.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.4% of calls 93% repeat consistency

NO Is there a request to move the call along or to the last question? Bankruptcy · seen in 20% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20% of calls 86.3% repeat consistency

NO Does an executive answer a question with another question? Bankruptcy · seen in 36.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 36.2% of calls 84.3% repeat consistency

NO Does an executive mention the weather? Bankruptcy · seen in 26.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 26.1% of calls 96% repeat consistency

NO Does anyone describe a negotiation currently in progress? Bankruptcy · seen in 31.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.5% of calls 90% repeat consistency

NO Does an executive describe a competitor with anything resembling respect? Bankruptcy · seen in 13.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.2% of calls 90% repeat consistency

NO Does the operator announce more than ten questioners in the Q&A? Clinical Trial · seen in 21.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 21.8% of calls 98% repeat consistency

YES Does anyone use the phrase "kind of" at least twice? Clinical Trial · seen in 75.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.9% of calls 87.5% repeat consistency

YES Does any question include the word "color"? Clinical Trial · seen in 59.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 59.8% of calls 92.3% repeat consistency

YES Does the CEO deliver the opening remarks rather than the CFO or IR head? Clinical Trial · seen in 87% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87% of calls 91.6% repeat consistency

NO Does anyone say "if I may" or "if you don't mind"? Clinical Trial · seen in 16.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.3% of calls 99.7% repeat consistency

NO Does any executive's first sentence include the word "revenue"? Clinical Trial · seen in 11.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11.4% of calls 84.8% repeat consistency

NO Does an analyst use the word "clarification" or "clarify" in a question? Compliance · seen in 29.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 29.5% of calls 97.3% repeat consistency

YES Does any question contain the phrase "color on" or "some color"? Compliance · seen in 53.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 53.1% of calls 86.6% repeat consistency

NO Does the operator use the phrase "our final question" before closing? Compliance · seen in 12.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 12.9% of calls 92.8% repeat consistency

YES Does anyone say "let me" at least three times? Compliance · seen in 32.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 32.5% of calls 94.8% repeat consistency

YES Does the word "aggressive" or "aggressively" appear at least once? Compliance · seen in 35.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 35.4% of calls 99.7% repeat consistency

NO Does an analyst ask a question referencing "the puts and takes"? Compliance · seen in 10.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.7% of calls 97.6% repeat consistency

NO Does anyone use the phrase "to be clear"? Compliance · seen in 16.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.3% of calls 97.3% repeat consistency

NO Does an analyst's question include a compliment followed by "but"? Compliance · seen in 14.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 14.1% of calls 85.6% repeat consistency

YES Does the CFO use the word "sequential" or "sequentially" at least once? Compliance · seen in 31.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 31.5% of calls 98.3% repeat consistency

NO Does any speaker say "with that" at least twice? Compliance · seen in 51.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 51.5% of calls 91.8% repeat consistency

NO Does anyone say "for the benefit of" or "just to remind" when restating context? Compliance · seen in 10.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.7% of calls 91.8% repeat consistency

NO Does anyone use the phrase "early days"? Con Artist · seen in 12.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 12.8% of calls 96.7% repeat consistency

YES Does the word "journey" appear? Con Artist · seen in 19.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 19.8% of calls 99.7% repeat consistency

YES Does the speaker describe a strategy as "disciplined" without describing any trade-off? Con Artist · seen in 23.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 23.1% of calls 84% repeat consistency

NO Is there an apology offered to a specific analyst by name? Con Artist · seen in 11.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11.2% of calls 94.3% repeat consistency

NO Does anyone use the phrase "to be honest" or "frankly"? Couples · seen in 33.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 33.8% of calls 97% repeat consistency

NO Does anyone promise to "follow up" or "take that offline" and fail to commit to when? Couples · seen in 15.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15.6% of calls 85.3% repeat consistency

NO Does anyone on the call interrupt a colleague mid-sentence? Couples · seen in 13.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.4% of calls 91% repeat consistency

NO Does someone use a personal anecdote rather than a metric to justify confidence? Couples · seen in 20.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.8% of calls 81.3% repeat consistency

YES Does the word "question" appear in the operator's speech more than three times? Courtroom · seen in 88.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 88.1% of calls 97.3% repeat consistency

YES Does the word "growth" appear at least ten times? Courtroom · seen in 69.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 69.4% of calls 94.3% repeat consistency

YES Does anyone use the phrase "a couple of"? Courtroom · seen in 81% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 81% of calls 93.6% repeat consistency

NO Does an analyst ask about capital allocation or buybacks? Courtroom · seen in 46.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 46.3% of calls 90.9% repeat consistency

YES Does management use the word "strong" at least three times? Courtroom · seen in 83.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.2% of calls 98.3% repeat consistency

YES Does an executive use the phrase "we're seeing" at least twice? Courtroom · seen in 53.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 53.4% of calls 87.5% repeat consistency

YES Does the word "opportunity" appear at least three times? Courtroom · seen in 77.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 77.2% of calls 93.3% repeat consistency

NO Does management use the word "confident" or "confidence" at least twice? Courtroom · seen in 53.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 53.4% of calls 96.3% repeat consistency

YES Does the phrase "record" appear at least twice in the transcript? Courtroom · seen in 34.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 34.9% of calls 93.3% repeat consistency

YES Does the word "team" appear at least twice? Courtroom · seen in 72% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 72% of calls 93.9% repeat consistency

NO Does management promise to follow up or take a question offline? Courtroom · seen in 18.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18.2% of calls 85.5% repeat consistency

YES Does any speaker say "we're excited about" or "we're pleased with"? Courtroom · seen in 62% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 62% of calls 82.3% repeat consistency

NO Do two or more analysts from the same firm ask questions? Courtroom · seen in 11.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11.5% of calls 96.3% repeat consistency

NO Does anyone use the phrase "moving forward" or "go forward"? Courtroom · seen in 40.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 40.7% of calls 85.5% repeat consistency

NO Does management mention a specific number of stores, locations, or markets? Courtroom · seen in 48% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 48% of calls 88.9% repeat consistency

NO Does anyone use the word "folks"? Courtroom · seen in 23.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 23.5% of calls 96.3% repeat consistency

YES Does anyone say "thank you" more than five times in total? Courtroom · seen in 87.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.2% of calls 88.2% repeat consistency

YES Does an executive use the phrase "we believe"? Courtroom · seen in 83.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.6% of calls 94.9% repeat consistency

YES Does the operator use the phrase "next question" at least three times? Debate · seen in 75.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.2% of calls 97.3% repeat consistency

YES Does any analyst mention a specific percentage figure in their question? Debate · seen in 66.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 66.3% of calls 93.3% repeat consistency

YES Does the word "quarter" appear in at least ten questions or answers during the Q&A? Debate · seen in 75.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.7% of calls 91.2% repeat consistency

YES Does at least one analyst ask a question about margins or costs? Debate · seen in 88.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 88.5% of calls 95.6% repeat consistency

YES Does the CEO answer the majority of analyst questions personally? Debate · seen in 66.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 66.9% of calls 91.6% repeat consistency

YES Does any analyst ask a question phrased as "Can you talk about" or "Can you speak to"? Debate · seen in 60% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60% of calls 89.6% repeat consistency

YES Does the CFO speak during the Q&A portion at least twice? Debate · seen in 80.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 80.6% of calls 98.3% repeat consistency

YES Does any question reference a specific quarter (e.g., "fourth quarter") by name? Debate · seen in 76.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 76.2% of calls 92.3% repeat consistency

NO Does the operator interrupt the Q&A to announce time is limited or that this will be the last question? Debate · seen in 24% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24% of calls 91.2% repeat consistency

NO Does any analyst ask a question beginning with "just" (e.g., "just curious")? Debate · seen in 77.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 77.8% of calls 82.8% repeat consistency

YES Does any analyst ask about a specific dollar amount or number stated in the prepared remarks? Debate · seen in 86.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 86.4% of calls 84.9% repeat consistency

NO Does any question begin with the words "can you" or "could you"? Debate · seen in 83.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 83.3% of calls 86.2% repeat consistency

YES Does any executive use the phrase "if you look at" during the Q&A? Debate · seen in 52.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 52.9% of calls 93.3% repeat consistency

YES Does the CFO answer at least one question without the CEO speaking first? Debate · seen in 77.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 77.5% of calls 95.3% repeat consistency

NO Does any analyst ask a question containing an explicit comparison to a competitor company? Debate · seen in 31.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.7% of calls 91.6% repeat consistency

YES Does the phrase "moving on" or "next question" come from the operator? Debate · seen in 88.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 88.4% of calls 98.3% repeat consistency

NO Does an analyst ask about capital allocation (capex, buybacks, M&A, or dividends) in one question? Debate · seen in 60.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 60.4% of calls 92% repeat consistency

YES Does the phrase "color" appear (e.g., "add some color") in the transcript? Debate · seen in 75.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.2% of calls 98.6% repeat consistency

NO Does the word "guidance" appear at least five times in the transcript? Debate · seen in 47.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 47.3% of calls 93.3% repeat consistency

NO Does any question contain the word "why"? Debate · seen in 36.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 36.3% of calls 96.9% repeat consistency

YES Does any speaker say "I think" at least three times within a single answer? Debate · seen in 65.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 65.8% of calls 93% repeat consistency

YES Does any executive begin an answer by restating the analyst's name? Debate · seen in 85.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 85.1% of calls 93.6% repeat consistency

NO Does any executive's answer exceed 300 words in the transcript? Debate · seen in 68% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 68% of calls 85.5% repeat consistency

NO Does the CEO answer the first analyst question personally? Debate · seen in 65.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 65.9% of calls 97% repeat consistency

YES Does the word "obviously" appear in the transcript? Debate · seen in 74.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 74.1% of calls 89.7% repeat consistency

YES Does the transcript contain the word "margin" more than ten times? Debate · seen in 44.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 44.3% of calls 91.3% repeat consistency

NO Does an executive begin an answer with "So" as the first word? Debate · seen in 68.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 68.4% of calls 83.6% repeat consistency

YES Does the phrase "if I may" or "if I could" appear? Debate · seen in 32% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 32% of calls 95.3% repeat consistency

YES Does any executive say "let me" at least once? Debate · seen in 66.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 66.1% of calls 94.5% repeat consistency

YES Does any question contain the word "specifically"? Debate · seen in 28.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 28.6% of calls 90% repeat consistency

NO Does management use the word "momentum" at least twice? Debate · seen in 31.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.7% of calls 96.6% repeat consistency

YES Does management mention "margin" or "margins" in prepared remarks? Debate · seen in 75.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.1% of calls 96.6% repeat consistency

YES Is the word "definitely" used by any speaker? Debate · seen in 41.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 41.6% of calls 98.7% repeat consistency

NO Does the word "seasonality" appear? Debate · seen in 27.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 27.1% of calls 99.7% repeat consistency

YES Does anyone use the word "robust" to describe demand, growth, or the pipeline? Debate · seen in 33% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 33% of calls 94% repeat consistency

NO Does anyone use the word "leverage" as a verb at least once? Debate · seen in 48.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 48.9% of calls 97.3% repeat consistency

YES Does any executive use the word "team" when referring to employees? Debate · seen in 80.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 80.8% of calls 95.2% repeat consistency

YES Does any executive say "that said" or "having said that" to introduce a caveat? Debate · seen in 29.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 29.3% of calls 95.3% repeat consistency

NO Does an analyst's question include the phrase "going forward"? Debate · seen in 20.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.6% of calls 83.5% repeat consistency

NO Does an executive say "great question" at any point? Debate · seen in 20.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.2% of calls 99.7% repeat consistency

NO Does anyone say "we remain confident" or "we are confident"? Debate · seen in 42.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 42.2% of calls 93% repeat consistency

YES Does any executive say "thank you" immediately after finishing an answer? Debate · seen in 47.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 47.4% of calls 85.2% repeat consistency

NO Does an executive cite a specific dollar figure greater than one billion? Discovery · seen in 71% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 71% of calls 97.6% repeat consistency

YES Does any analyst's question contain the word "curious"? Discovery · seen in 57.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 57.5% of calls 99% repeat consistency

YES Does an analyst reference a specific prior quarter by name (e.g., "last quarter")? Discovery · seen in 63% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 63% of calls 82.5% repeat consistency

NO Does any speaker say "obviously" two or more times? Discovery · seen in 61.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 61.8% of calls 88.7% repeat consistency

YES Does any analyst ask a follow-up in the same turn after their first answer? Discovery · seen in 86.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 86.2% of calls 91.9% repeat consistency

NO Does any analyst ask about a specific geographic region or market? Discovery · seen in 70.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 70.6% of calls 91.4% repeat consistency

NO Does any analyst ask a question that includes the phrase "long term" or "long-term"? Discovery · seen in 34.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 34.7% of calls 82.5% repeat consistency

YES Does the word "margin" or "margins" appear at least five times? Discovery · seen in 63.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 63.4% of calls 94.3% repeat consistency

YES Does the word "opportunity" or "opportunities" appear at least three times? Discovery · seen in 76.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 76.7% of calls 95.2% repeat consistency

YES Does an executive say "we'll come back to that" or defer an answer to a follow-up? Discovery · seen in 37.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 37.3% of calls 86.5% repeat consistency

YES Does anyone say "thank you" three or more times in the Q&A section? Discovery · seen in 82.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 82.3% of calls 85.2% repeat consistency

YES Does the CFO use the phrase "free cash flow" at least once? Discovery · seen in 34.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 34.4% of calls 98% repeat consistency

YES Does any executive use the word "momentum"? Discovery · seen in 51.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 51.2% of calls 97.6% repeat consistency

YES Does the CEO mention at least one specific customer segment by name (e.g., "enterprise")? Discovery · seen in 70.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 70.6% of calls 86.2% repeat consistency

YES Does the phrase "take your question" or "take the question" appear? Discovery · seen in 23.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 23.7% of calls 81.5% repeat consistency

YES Does any analyst introduce themselves by name before asking their first question? Discovery · seen in 27.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 27.2% of calls 95.5% repeat consistency

NO Does anyone say "including" at least three times? Discovery · seen in 68.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 68.3% of calls 85.6% repeat consistency

NO Does management reference "the macro environment" or "macroeconomic" at least once? Discovery · seen in 25.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 25.5% of calls 97.6% repeat consistency

NO Does any executive reference "our team" or "the team" at least twice? Discovery · seen in 59.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 59.5% of calls 88.7% repeat consistency

NO Does the operator announce more than one analyst from the same firm? Discovery · seen in 15% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15% of calls 98.3% repeat consistency

NO Does any prepared remark mention "headwinds" or "tailwinds"? Discovery · seen in 33.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 33.1% of calls 94.8% repeat consistency

NO Does any speaker say "with that, I'll turn it over"? Discovery · seen in 55.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 55.8% of calls 83.5% repeat consistency

NO Does the CFO use the phrase "capital allocation"? Discovery · seen in 15.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15.3% of calls 99% repeat consistency

YES Does an executive decline to answer, citing that something will come later or is not disclosed? Editor · seen in 77.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 77.3% of calls 92.9% repeat consistency

YES Does an analyst ask a two-part question containing the word "but"? Editor · seen in 74.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 74.2% of calls 83.3% repeat consistency

YES Does anyone ask a follow-up question in the same turn after their first question is answered? Editor · seen in 87.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.8% of calls 92.9% repeat consistency

NO Does anyone answer "yes" or "no" as the first word of a response? Editor · seen in 83.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 83.2% of calls 90.3% repeat consistency

YES Does anyone say "thank you" at least ten times in the transcript? Editor · seen in 73.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 73.2% of calls 81.8% repeat consistency

NO Does an executive use the phrase "if you look at" at least twice? Editor · seen in 36.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 36.2% of calls 89.9% repeat consistency

YES Does any analyst begin their question with "Hi" or "Hello" as a greeting? Editor · seen in 60.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60.1% of calls 95.6% repeat consistency

NO Does anyone say "we are excited about" without naming a number? Editor · seen in 38.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 38.7% of calls 92.3% repeat consistency

NO Does an analyst reference a peer company's results or valuation? Editor · seen in 21.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 21.4% of calls 88% repeat consistency

NO Does any speaker use the phrase "just to clarify" or "just to be clear"? Editor · seen in 20.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.3% of calls 95.3% repeat consistency

YES Does management use the word "headwind" or "headwinds"? Editor · seen in 42.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 42.1% of calls 97.6% repeat consistency

YES Does any speaker use the word "tailwind" or "tailwinds"? Editor · seen in 27.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 27.3% of calls 99.7% repeat consistency

YES Does any speaker use the word "momentum"? Editor · seen in 52.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 52.8% of calls 98.7% repeat consistency

NO Does the word "investments" appear in the context of margins or costs? Editor · seen in 40.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 40.8% of calls 88% repeat consistency

NO Does anyone mention "FX" or "foreign exchange"? Editor · seen in 27.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 27.4% of calls 98.7% repeat consistency

NO Does the word "efficiency" or "productivity" appear at least twice? Editor · seen in 47.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 47.4% of calls 96% repeat consistency

YES Does an analyst thank the executives or congratulate them before asking a question? Editor · seen in 74.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 74.7% of calls 91.9% repeat consistency

YES Does an executive say "great question" or "thanks for the question"? Editor · seen in 40.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 40.2% of calls 89.9% repeat consistency

YES Does an executive say "as we said last quarter" or reference a prior call? Editor · seen in 72.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 72.2% of calls 83.3% repeat consistency

NO Does the phrase "going forward" appear at least twice? Editor · seen in 30.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 30.1% of calls 88.2% repeat consistency

NO Does management use the word "levers" when discussing actions? Editor · seen in 13% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13% of calls 95% repeat consistency

NO Does management thank analysts by name at any point after a question? Editor · seen in 58.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 58.8% of calls 87.5% repeat consistency

NO Does anyone say "we'll take that offline" or offer to follow up after the call? Editor · seen in 15.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15.3% of calls 86.5% repeat consistency

YES Does management use the word "committed" regarding a target? Editor · seen in 33.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 33.2% of calls 91% repeat consistency

NO Does the CEO's prepared remarks mention "macro" or "macroeconomic"? Editor · seen in 19.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 19.5% of calls 98.3% repeat consistency

NO Does anyone use the phrase "the vast majority"? Editor · seen in 16.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.3% of calls 99.7% repeat consistency

NO Does the word "temporary" or "transitory" appear? Editor · seen in 18.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18.6% of calls 97.3% repeat consistency

YES Is an analyst's question answered with "great question" or similar? Editor · seen in 28.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 28.9% of calls 88.6% repeat consistency

YES Is there a questioner from an investment bank other than the first three analysts who ask questions? Fact Checker · seen in 80.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 80.1% of calls 98% repeat consistency

YES Does any analyst ask a question that includes a reference to a specific dollar figure? Fact Checker · seen in 64.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 64.9% of calls 93.6% repeat consistency

YES Does anyone say "thank you" at least ten times across the call? Fact Checker · seen in 67.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 67.1% of calls 81.1% repeat consistency

YES Does the phrase "thank you for taking my question" or "thanks for taking my question" appear? Fact Checker · seen in 50.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 50.4% of calls 94.9% repeat consistency

YES Does any analyst's first sentence contain a compliment or thanks before asking their question? Fact Checker · seen in 81.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 81.3% of calls 97.3% repeat consistency

YES Does the CFO present in both the prepared remarks and the Q&A portion of the call? Fact Checker · seen in 84.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 84.1% of calls 98% repeat consistency

YES Does the CEO personally deliver the closing remarks of the call? Fact Checker · seen in 68.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 68.9% of calls 95.3% repeat consistency

YES Does the CEO's prepared remarks contain the word "team" at least twice? Fact Checker · seen in 40.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 40.9% of calls 91.6% repeat consistency

YES Does any speaker use the phrase "moving on" or "with that" to transition between topics? Fact Checker · seen in 80.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 80.9% of calls 95.3% repeat consistency

YES Does the phrase "in terms of" appear at least twice? Forensic · seen in 84.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 84.8% of calls 94% repeat consistency

NO First-person singular ("I believe," "I think") used more by the CFO than the CEO. Forensic · seen in 13.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.5% of calls 89% repeat consistency

YES A single question receives answers from two different executives. Forensic · seen in 83.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.4% of calls 97.7% repeat consistency

YES A hedge word ("maybe," "sort of") appears inside a direct quantitative claim. Forensic · seen in 78.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 78.4% of calls 81% repeat consistency

YES Does any speaker use the word "obviously"? Forensic · seen in 81.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 81.7% of calls 95% repeat consistency

NO Does the word "guidance" appear in both prepared remarks and the Q&A section? Forensic · seen in 50% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 50% of calls 93% repeat consistency

YES Does any executive defer a question to another executive by name? Forensic · seen in 61.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 61.6% of calls 95.3% repeat consistency

NO Someone uses the word "honestly," "frankly," or "to be clear." Forensic · seen in 44.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 44.9% of calls 96% repeat consistency

YES Does anyone use the word "ecosystem" or "platform" without a number attached? Forensic · seen in 60.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60.6% of calls 98.7% repeat consistency

NO Does the transcript contain the word "certainly" three or more times? Forensic · seen in 34.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 34.5% of calls 93% repeat consistency

YES Does anyone begin an answer by restating or paraphrasing the analyst's name? Forensic · seen in 76.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 76.6% of calls 89% repeat consistency

NO Does an analyst reference a competitor by name during their question? Forensic · seen in 24.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.2% of calls 92.3% repeat consistency

YES Does a speaker say "let me" at least twice in the transcript? Forensic · seen in 49.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 49.3% of calls 93.7% repeat consistency

NO The transcript contains an apology unrelated to financial results. Forensic · seen in 39.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 39.5% of calls 86% repeat consistency

NO The word "challenge" is spoken more often than "opportunity." Forensic · seen in 14.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 14.7% of calls 93% repeat consistency

YES Does the word "seasonality" or "seasonal" appear? Forensic · seen in 44.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 44.7% of calls 99.3% repeat consistency

NO The phrase "as you know" appears at least twice. Forensic · seen in 27.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 27.8% of calls 89% repeat consistency

YES Does any speaker use the word "challenge" or "challenges" at least three times? Forensic · seen in 18.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 18.3% of calls 86% repeat consistency

NO Does anyone mention "weather" as a factor affecting results? Forensic · seen in 19.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 19.1% of calls 95.7% repeat consistency

YES Does an executive say "thank you" to the analyst before answering a question? Forensic · seen in 46.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 46.7% of calls 81.9% repeat consistency

YES Does any speaker say "great question" or similar praise of a question? Forensic · seen in 37.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 37.4% of calls 96.3% repeat consistency

NO The final question is answered noticeably shorter than the opening ones. Forensic · seen in 37.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 37.3% of calls 81% repeat consistency

YES Does anyone say "we remain" followed by a verb (e.g., "we remain committed")? Forensic · seen in 36% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 36% of calls 82.6% repeat consistency

YES Does an executive cite a conversation with a customer that has no verifiable specificity (unnamed, undated, unquantified)? Historian · seen in 48.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 48.9% of calls 82% repeat consistency

NO Does the transcript contain a sentence that begins with "What I would say is"? Historian · seen in 10.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.3% of calls 95.3% repeat consistency

YES Does any question mention a specific percentage or dollar figure? Hostage · seen in 88.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 88.5% of calls 93.9% repeat consistency

YES Does the CEO personally answer more questions than any other executive? Hostage · seen in 72.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 72.7% of calls 93.9% repeat consistency

NO Does the operator say "our final question" or similar? Hostage · seen in 18.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18.1% of calls 92.3% repeat consistency

YES Does the word "opportunity" or "opportunities" appear at least five times? Hostage · seen in 58.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 58.7% of calls 92.3% repeat consistency

YES Does the word "clearly" appear at least twice? Hostage · seen in 24.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 24.8% of calls 92.3% repeat consistency

NO Does the word "leverage" appear as a verb at least twice? Hostage · seen in 26.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 26.5% of calls 94.3% repeat consistency

NO Does any analyst's first name get used by an executive when thanking them? Hostage · seen in 57.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 57.8% of calls 85.2% repeat consistency

YES Does the operator announce more than five questioners? Insurance · seen in 64.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 64.7% of calls 99% repeat consistency

YES Are there more than ten analyst questions in total? Insurance · seen in 79.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 79.4% of calls 92.9% repeat consistency

YES Does the operator use the phrase "our next question comes from" more than three times? Insurance · seen in 52.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 52.3% of calls 80.4% repeat consistency

YES Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page? Insurance · seen in 68.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 68.2% of calls 84.5% repeat consistency

NO Does management say "we are not going to comment on" or equivalent refusal language? Insurance · seen in 40.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 40.6% of calls 83.3% repeat consistency

YES Executive corrects an analyst's premise. Insurance · seen in 60% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60% of calls 80.3% repeat consistency

NO Does the CFO's prepared section exceed the CEO's in number of paragraphs? Insurance · seen in 38% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 38% of calls 86.5% repeat consistency

YES Does the CEO personally answer more than half of the analyst questions? Insurance · seen in 64.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 64.9% of calls 92.1% repeat consistency

YES Does any analyst mention the word "margin" in their first question? Insurance · seen in 39.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 39.4% of calls 93.8% repeat consistency

YES Executive uses the word "excited" more than twice. Insurance · seen in 27.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 27.7% of calls 92.3% repeat consistency

YES Does any analyst ask a multi-part question containing three or more distinct questions? Insurance · seen in 82% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 82% of calls 87.3% repeat consistency

NO Does the word "guidance" appear at least three times? Insurance · seen in 58.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 58.2% of calls 94% repeat consistency

NO Does any analyst ask a two-part question signaled by "and also" or "and secondly"? Insurance · seen in 46.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 46.5% of calls 84.2% repeat consistency

YES Does an analyst begin with a compliment, such as "great quarter" or "congrats"? Insurance · seen in 41.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 41.4% of calls 93.9% repeat consistency

YES Does an executive say "we said" when recalling prior statements? Insurance · seen in 47.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 47.7% of calls 89.7% repeat consistency

YES Does any analyst begin their turn with "thanks" or "thank you"? Insurance · seen in 71.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 71.8% of calls 89.9% repeat consistency

YES Does the word "headwind" or "tailwind" appear at least twice? Insurance · seen in 36.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 36.1% of calls 98.3% repeat consistency

NO Does the word "synergies" appear? Insurance · seen in 19.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 19.8% of calls 99% repeat consistency

NO Does any analyst address a question to two or more executives by name? Insurance · seen in 33.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 33.6% of calls 86.6% repeat consistency

NO Does the word "capital" appear at least five times? Insurance · seen in 53.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 53.8% of calls 93.3% repeat consistency

NO Does any executive say "we feel" rather than "we believe" or "we think"? Insurance · seen in 58.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 58.2% of calls 95.7% repeat consistency

NO Does the word "capital" appear in at least three different speakers' turns? Insurance · seen in 37.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 37.7% of calls 90.4% repeat consistency

NO Does an executive use the phrase "over time" at least twice? Insurance · seen in 24.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.7% of calls 94.3% repeat consistency

YES Does an executive say "as I mentioned" or "as we said" at least once? Insurance · seen in 75.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75.9% of calls 87.2% repeat consistency

NO Does the CEO open the call before any analyst questions by mentioning the macro environment? Insurance · seen in 32% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32% of calls 87% repeat consistency

YES Does anyone say "we are pleased" or "we're excited"? Insurance · seen in 75% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75% of calls 94.3% repeat consistency

YES Does anyone use the word "leverage" (financial or metaphorical)? Insurance · seen in 72.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 72.8% of calls 95.7% repeat consistency

YES Does an analyst thank management before asking their question? Insurance · seen in 60.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60.9% of calls 82.3% repeat consistency

YES Is the word "automation" or "productivity" used at least once? Insurance · seen in 37.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 37.9% of calls 99% repeat consistency

NO Does the word "uncertainty" or "uncertainties" appear at least twice? Insurance · seen in 37.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 37.8% of calls 95% repeat consistency

NO Does the phrase "year over year" appear at least three times? Insurance · seen in 46% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 46% of calls 90.6% repeat consistency

YES Does management use the word "leverage" or "leveraging" at least twice? Insurance · seen in 51.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 51.1% of calls 94.6% repeat consistency

NO Currency headwinds mentioned unprompted. Insurance · seen in 29.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 29.3% of calls 97% repeat consistency

NO Is the phrase "a number of" used at least once? Insurance · seen in 67.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 67.1% of calls 94.6% repeat consistency

YES Does anyone use the phrase "best-in-class" or "industry-leading"? Insurance · seen in 27.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 27.3% of calls 100% repeat consistency

NO Does the word "momentum" appear at least twice in prepared remarks? Insurance · seen in 21.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 21.7% of calls 94.3% repeat consistency

NO Is the phrase "on a constant currency basis" or similar currency adjustment used? Insurance · seen in 20.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.6% of calls 97% repeat consistency

NO Does an analyst's question include the phrase "just to clarify"? Insurance · seen in 10.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.1% of calls 94.3% repeat consistency

NO Does the phrase "the team" appear at least twice in management remarks? Insurance · seen in 41.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 41.2% of calls 80.5% repeat consistency

YES Does any speaker say "so clearly" or "quite frankly"? Insurance · seen in 18% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 18% of calls 90.2% repeat consistency

YES Does management use the phrase "we believe" at least three times? Insurance · seen in 54% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 54% of calls 92.3% repeat consistency

NO Speaker says "we don't guide" on anything. Insurance · seen in 16.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.5% of calls 91.7% repeat consistency

YES Does the CFO use the word "quarter" at least ten times? Insurance · seen in 74.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 74.6% of calls 90.7% repeat consistency

YES Does any speaker say "thank you" more than five times in total? Insurance · seen in 81.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 81.2% of calls 83.8% repeat consistency

NO Does the word "macro" or "macroeconomic" appear at least twice in the call? Insurance · seen in 23.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 23.1% of calls 99.3% repeat consistency

NO Does the transcript contain the word "typically" at least twice? Insurance · seen in 17.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 17.4% of calls 92.6% repeat consistency

NO Does an executive state they will "come back to" a question or follow up later? Insurance · seen in 13.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.4% of calls 89.7% repeat consistency

YES Does management thank analysts for their questions at any point during Q&A? Insurance · seen in 59.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 59.8% of calls 82.5% repeat consistency

YES Speaker admits being surprised by anything. Insurance · seen in 28.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 28.1% of calls 86% repeat consistency

NO Does any speaker use the phrase "going forward"? Insurance · seen in 61.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 61.4% of calls 88% repeat consistency

NO Does management use the phrase "going forward" at least twice? Insurance · seen in 24.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.9% of calls 84.2% repeat consistency

NO Does anyone say "stability" or "stable" when describing demand? Insurance · seen in 23.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 23.6% of calls 89.6% repeat consistency

NO Word "normal" used about demand. Insurance · seen in 29.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 29.3% of calls 86.3% repeat consistency

NO Does an executive say "stay tuned" or "more to come"? Insurance · seen in 11.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11.7% of calls 99% repeat consistency

NO Does management describe a cost program, restructuring, or efficiency initiative by a proper name? Insurance · seen in 16.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.8% of calls 94% repeat consistency

NO Does the CFO's prepared section mention interest expense by name or figure? Insurance · seen in 31.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.7% of calls 97.7% repeat consistency

NO Does the word "volatility" appear? Insurance · seen in 28.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 28.6% of calls 99.3% repeat consistency

NO Executive mentions a hobby or personal anecdote. Insurance · seen in 16.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.7% of calls 88% repeat consistency

NO Does the word "pipeline" appear without a dollar figure attached? Insurance · seen in 55.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 55.3% of calls 99% repeat consistency

NO Does the phrase "the macro" or "macro environment" appear? Insurance · seen in 19.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 19.7% of calls 93.6% repeat consistency

NO Does the phrase "our team" appear at least twice? Insurance · seen in 32.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.9% of calls 85.5% repeat consistency

NO Does an executive say "great question" or "good question" at least twice? Insurance · seen in 15% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15% of calls 97% repeat consistency

YES Does any speaker say "we remain" followed by an adjective? Insurance · seen in 53.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 53.5% of calls 93.3% repeat consistency

NO Does management thank analysts by name when responding? Insurance · seen in 52.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 52.9% of calls 83.5% repeat consistency

NO Is the word "flexibility" or "flexible" used at least once? Insurance · seen in 44.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 44.4% of calls 99.7% repeat consistency

YES Does anyone say "takeaway," "take out," or "take rate"? Insurance · seen in 17.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 17.8% of calls 95% repeat consistency

YES Analyst compliments the team before asking a question. Insurance · seen in 17.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 17.4% of calls 80.3% repeat consistency

YES Does any speaker use "we're" where "we are" could substitute, more than twenty times overall? Interrogator · seen in 61.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 61.9% of calls 83.8% repeat consistency

YES Does any analyst reference the CEO or CFO by first name? Interrogator · seen in 79.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 79.6% of calls 93.8% repeat consistency

NO Does anyone say "obviously" at least three times? Interrogator · seen in 43.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 43.3% of calls 86.9% repeat consistency

NO Does anyone use the word "pipeline" at least twice? Interrogator · seen in 37.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 37.8% of calls 98.3% repeat consistency

YES Does anyone say "moving on" or "let me turn it over" during prepared remarks? Interrogator · seen in 36% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 36% of calls 88.3% repeat consistency

NO Does an analyst ask a question starting with "just"? Linguist · seen in 72.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 72.9% of calls 81.8% repeat consistency

YES Does anyone say "headwind" or "headwinds" more than once? Linguist · seen in 27.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 27.7% of calls 97.6% repeat consistency

NO Does an analyst use the phrase "to clarify"? Linguist · seen in 17.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 17.1% of calls 92.4% repeat consistency

NO Does any executive use the phrase "year over year" at least three times? Linguist · seen in 41.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 41.8% of calls 91.8% repeat consistency

YES Does an executive cite a conversation with a customer, partner, or employee as evidence? Military · seen in 53% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 53% of calls 84.3% repeat consistency

NO Does any question go to a named executive other than the CEO or CFO? Military · seen in 32.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.5% of calls 85.7% repeat consistency

NO Does an executive say "to be clear" or "let me be clear"? Military · seen in 13.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.8% of calls 96% repeat consistency

NO Does anyone mention a competitor by name without being prompted? Military · seen in 17% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 17% of calls 91.7% repeat consistency

YES Is there a question that management declines to answer directly, citing timing or disclosure constraints? Negotiation · seen in 71.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 71.2% of calls 88% repeat consistency

YES Does any question explicitly reference the company's prior guidance or outlook? Negotiation · seen in 80% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 80% of calls 91.7% repeat consistency

YES Does any speaker say "next question" or does the operator use the word "final" before the last question? Negotiation · seen in 76.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 76.1% of calls 81.7% repeat consistency

YES Does the word "invest" or "investment" appear at least five times in the transcript? Negotiation · seen in 62% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 62% of calls 92% repeat consistency

YES Does the CFO handle a strategic question instead of a financial one? Negotiation · seen in 58.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 58.9% of calls 86.3% repeat consistency

YES Does an analyst flatter management within their first sentence of speaking? Negotiation · seen in 46.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 46.6% of calls 90.7% repeat consistency

YES Does an analyst ask two questions when told to ask only one? Negotiation · seen in 15.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 15.2% of calls 88.3% repeat consistency

YES Does anyone use the phrase "underlying" to modify a business metric? Negotiation · seen in 38.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 38.3% of calls 94.7% repeat consistency

YES Does anyone say "excited" or "pleased" at least twice in the transcript? Negotiation · seen in 70.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 70.6% of calls 97% repeat consistency

YES Does the word "guidance" appear in the prepared remarks (not just Q&A)? Negotiation · seen in 64% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 64% of calls 98.7% repeat consistency

YES Is the word "margin" used with a number attached (e.g., "400 basis points")? Negotiation · seen in 66.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 66.7% of calls 93.3% repeat consistency

YES Does the transcript contain the word "record" preceding a noun (e.g., "record margin")? Negotiation · seen in 40.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 40.6% of calls 97.3% repeat consistency

YES Does an executive answer a question by citing a competitor's actions? Negotiation · seen in 36.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 36.3% of calls 88% repeat consistency

NO Does the word "macro" or "macroeconomic" appear in the transcript? Negotiation · seen in 39.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 39.9% of calls 99.3% repeat consistency

YES Does the word "challenges" appear more than once? Negotiation · seen in 21.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 21.8% of calls 92.7% repeat consistency

YES Does the CEO begin an answer with "look" or "listen"? Negotiation · seen in 21.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 21.3% of calls 94.7% repeat consistency

NO Does the word "inflation" appear anywhere in the transcript? Negotiation · seen in 36.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 36.9% of calls 98% repeat consistency

NO Is there a pause or silence acknowledged on the call ("I think we lost you")? Negotiation · seen in 19.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 19.2% of calls 87.7% repeat consistency

NO Does an executive name a specific competitor during the call? Negotiation · seen in 24.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.5% of calls 90.7% repeat consistency

YES Does the word "challenges" appear at least three times in the transcript? Negotiation · seen in 12.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 12.3% of calls 93.3% repeat consistency

NO Does anyone say "we don't break that out" in response to a question? Negotiation · seen in 10.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.7% of calls 94.3% repeat consistency

NO Does anyone describe a metric as "noisy" or "lumpy"? Negotiation · seen in 15.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15.6% of calls 95.7% repeat consistency

YES Does an executive mention a specific number of percentage points when discussing market share? Negotiation · seen in 14.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 14.7% of calls 96.7% repeat consistency

YES Does a speaker correct a figure they themselves just stated? Negotiation · seen in 23.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 23.8% of calls 84% repeat consistency

NO Does the CEO refer to a competitor by name rather than "competition" or "peers"? Negotiation · seen in 18.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18.8% of calls 91.3% repeat consistency

NO Does the CEO mention their own tenure or years of experience unprompted? Negotiation · seen in 19.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 19.9% of calls 97% repeat consistency

NO Does anyone use the phrase "the team" when taking ownership would be natural? Poker · seen in 42.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 42.5% of calls 81% repeat consistency

NO Does anyone blame weather, holidays, or calendar quirks unprompted? Poker · seen in 35.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 35.6% of calls 83% repeat consistency

NO Does anyone cite a personal anecdote involving a customer conversation? Poker · seen in 16.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.6% of calls 81.7% repeat consistency

YES Does anyone use the phrase "a little bit"? Private Credit · seen in 87.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.3% of calls 96% repeat consistency

YES Is the CFO the speaker for at least one analyst question? Private Credit · seen in 87.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.8% of calls 99% repeat consistency

YES Does the word "guidance" appear in the transcript? Private Credit · seen in 78.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 78.7% of calls 97.3% repeat consistency

YES Does anyone say "we're excited" or "we are excited"? Private Credit · seen in 49.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 49.5% of calls 93.7% repeat consistency

NO Does the word "dividend" appear? Private Credit · seen in 45.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 45.5% of calls 98.7% repeat consistency

YES Is the word "invest" or "investment" used more than twice? Private Credit · seen in 75% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75% of calls 95.3% repeat consistency

YES Does the word "invest" or "investment" appear at least twice? Private Credit · seen in 85.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 85.8% of calls 96.7% repeat consistency

NO Does anyone cite a percentage of revenue from a specific segment? Private Credit · seen in 40.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 40.3% of calls 92.6% repeat consistency

YES Does the word "challenge" or "challenging" appear at least once? Private Credit · seen in 68.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 68.6% of calls 97.3% repeat consistency

NO Does anyone describe cutting discretionary spending like travel or hiring? Private Credit · seen in 13.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.8% of calls 94.3% repeat consistency

YES Does the phrase "year over year" appear? Private Credit · seen in 72.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 72.9% of calls 96% repeat consistency

NO Does the word "liquidity" appear at least once? Private Credit · seen in 34.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 34.7% of calls 99.7% repeat consistency

NO Does the transcript mention refinancing, maturity dates, or debt coming due? Private Credit · seen in 32% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32% of calls 95% repeat consistency

NO Does anyone mention selling assets, real estate, or equipment to raise cash? Private Credit · seen in 24.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.2% of calls 90.7% repeat consistency

NO Does anyone reference "the macro" or "macro environment"? Private Credit · seen in 26.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 26.5% of calls 91% repeat consistency

YES Is the word "capacity" mentioned? Private Credit · seen in 55.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 55.7% of calls 100% repeat consistency

YES Does anyone use the phrase "our customers" rather than naming a customer? Private Credit · seen in 60.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60.7% of calls 95% repeat consistency

NO Does the transcript include a question about interest expense or debt service? Private Credit · seen in 10.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.7% of calls 95.3% repeat consistency

YES Does the phrase "working capital" appear in a context other than a seasonality excuse? Private Credit · seen in 25.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 25.7% of calls 98% repeat consistency

YES Does management thank analysts at any point? Private Credit · seen in 84.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 84.9% of calls 84.3% repeat consistency

NO Does anyone reference borrowing from a bank or drawing on a credit facility? Private Credit · seen in 32.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.6% of calls 87.7% repeat consistency

YES Does the word "cost" appear in the first ten sentences of prepared remarks? Private Credit · seen in 23.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 23.8% of calls 85.3% repeat consistency

NO Does an executive say "we remain confident" or similar? Private Credit · seen in 35.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 35.8% of calls 82.6% repeat consistency

NO Does anyone mention covenants, amendments to loan documents, or lender conversations? Private Credit · seen in 11.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11.6% of calls 95.7% repeat consistency

YES Does anyone say "with that" or "that said" to pivot? Private Credit · seen in 81.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 81.4% of calls 96.7% repeat consistency

YES Does an executive open their first answer by thanking the analyst? Private Credit · seen in 37.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 37.1% of calls 94.6% repeat consistency

NO Does any analyst's question include the word "capex" or "cash flow"? Procurement · seen in 38.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 38.5% of calls 94.5% repeat consistency

NO Does the word "headline" or "headwinds" appear at least once? Procurement · seen in 43.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 43.1% of calls 95.9% repeat consistency

NO Does the word "core" appear at least twice? Procurement · seen in 44% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 44% of calls 97.6% repeat consistency

YES Does an analyst's turn contain the word "congratulations"? Procurement · seen in 20.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 20.2% of calls 97.6% repeat consistency

NO Does any analyst ask a question containing "how" and also "why"? Procurement · seen in 11.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11.3% of calls 94.5% repeat consistency

YES Does any executive say "as we mentioned" or "as I mentioned" at least once? Procurement · seen in 66.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 66.3% of calls 89.7% repeat consistency

NO Are there more than eight analyst questioners? Project · seen in 37.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 37.5% of calls 99.7% repeat consistency

YES Does any analyst's question include a percentage figure? Project · seen in 69.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 69.1% of calls 91.1% repeat consistency

NO Does any analyst's question contain the word "guidance"? Project · seen in 54.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 54.3% of calls 92.4% repeat consistency

YES Does the CFO's prepared remarks exceed 1,000 words? Project · seen in 40.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 40.9% of calls 89.3% repeat consistency

YES Does any speaker say "if you look at"? Project · seen in 54.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 54.1% of calls 89.3% repeat consistency

NO Does the CEO personally answer the first question? Project · seen in 69.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 69.3% of calls 92.4% repeat consistency

YES Does any speaker use the phrase "tailwind" or "tailwinds"? Project · seen in 27.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 27.3% of calls 99.7% repeat consistency

NO Does management use the phrase "balance sheet" at least twice? Project · seen in 41.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 41.1% of calls 96.6% repeat consistency

YES Does the CEO make closing remarks after the Q&A ends? Project · seen in 64.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 64.8% of calls 96.2% repeat consistency

YES Does any speaker say "structurally" or "secular"? Project · seen in 13% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 13% of calls 97.9% repeat consistency

YES Does the operator say "our next question" two or more times? Scientist · seen in 73.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 73.5% of calls 85.6% repeat consistency

NO Does the final questioner get an explicit closing acknowledgment from the operator ("last question" or similar)? Scientist · seen in 25.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 25.7% of calls 95.2% repeat consistency

YES Does management use the phrase "business as usual" or "as expected" at least once? Scientist · seen in 23.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 23.9% of calls 94.2% repeat consistency

YES Does an analyst preface a question with "quick" or "quickly"? Screenwriter · seen in 56% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 56% of calls 99% repeat consistency

YES Does an executive state a specific numeric percentage when answering a question? Screenwriter · seen in 86.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 86.7% of calls 97.9% repeat consistency

YES Does anyone say "in terms of" at least twice? Screenwriter · seen in 84.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 84.8% of calls 94% repeat consistency

NO Is there a question that clearly annoyed the executive, visible in the reply's abruptness? Screenwriter · seen in 27.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 27.1% of calls 85.3% repeat consistency

NO Does the word "guidance" appear in the Q&A section? Screenwriter · seen in 66.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 66.6% of calls 93.1% repeat consistency

YES Does the word "strong" appear more than five times? Screenwriter · seen in 64.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 64.9% of calls 91.3% repeat consistency

YES Does the phrase "thank you" appear more than ten times? Screenwriter · seen in 62.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 62.8% of calls 80.9% repeat consistency

YES Does an analyst ask a question containing the word "margin"? Screenwriter · seen in 60.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60.2% of calls 93.6% repeat consistency

NO Does management use the word "guidance" at least twice? Screenwriter · seen in 65.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 65.8% of calls 95.5% repeat consistency

YES Does the phrase "thank you" appear at least ten times anywhere in the transcript? Screenwriter · seen in 72.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 72.8% of calls 83.2% repeat consistency

YES Does an executive begin an answer by restating the analyst's name? Screenwriter · seen in 85.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 85.3% of calls 97% repeat consistency

NO Does any analyst ask about capital allocation or share repurchases? Screenwriter · seen in 42.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 42.2% of calls 93.1% repeat consistency

YES Does the word "challenge" or "challenging" appear at least twice? Screenwriter · seen in 47.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 47.8% of calls 95.2% repeat consistency

YES Does the word "opportunity" or "opportunities" appear more than three times? Screenwriter · seen in 66.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 66.5% of calls 93.3% repeat consistency

YES Is there a villain—market conditions, regulation, currency—that behaves consistently across the call? Screenwriter · seen in 83.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.3% of calls 86.3% repeat consistency

YES Does the word "challenging" appear? Screenwriter · seen in 41.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 41.6% of calls 98.3% repeat consistency

YES Does the word "certainly" appear at least once in management's answers? Screenwriter · seen in 59.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 59.3% of calls 95.9% repeat consistency

YES Does any analyst ask a personal, warm, or congratulatory question? Screenwriter · seen in 49.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 49.4% of calls 92.3% repeat consistency

NO Does the phrase "capital" appear at least five times? Screenwriter · seen in 50.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 50.3% of calls 92.1% repeat consistency

YES Does an analyst ask a question the prepared remarks already answered? Screenwriter · seen in 86.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 86.1% of calls 82.7% repeat consistency

YES Does the word "quarter" appear at least twenty times? Screenwriter · seen in 84.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 84.4% of calls 90.4% repeat consistency

YES Does any single analyst ask more than two questions during the whole call? Screenwriter · seen in 86.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 86.6% of calls 89.7% repeat consistency

YES Does the phrase "on a year-over-year basis" or "year over year" appear at least twice? Screenwriter · seen in 60.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 60.1% of calls 89.3% repeat consistency

YES Is the word "headwinds" or "tailwinds" used? Screenwriter · seen in 41.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 41.8% of calls 97.3% repeat consistency

YES Does the word "margin" appear at least three times? Screenwriter · seen in 73.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 73.6% of calls 98% repeat consistency

NO Is the word "confidence" or "confident" spoken by any executive? Screenwriter · seen in 73.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 73.2% of calls 97.7% repeat consistency

NO Does anyone use the phrase "call it" or "let's call it" before an estimate? Screenwriter · seen in 24.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.7% of calls 96.7% repeat consistency

NO Does the phrase "going forward" appear? Screenwriter · seen in 62.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 62.9% of calls 87.6% repeat consistency

NO Does anyone say "coming back" or "circling back" to take a follow-up? Screenwriter · seen in 11% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11% of calls 94.3% repeat consistency

NO Does the word "inflation" appear at least twice? Screenwriter · seen in 25.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 25.3% of calls 97.3% repeat consistency

YES Does any executive say "we believe" at least twice? Screenwriter · seen in 65.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 65.8% of calls 92.8% repeat consistency

NO Does management use the phrase "going forward"? Screenwriter · seen in 56.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 56.2% of calls 85.6% repeat consistency

YES Does anyone use the word "robust"? Screenwriter · seen in 46% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 46% of calls 99% repeat consistency

YES Does any speaker use the phrase "if you will" or "so to speak"? Screenwriter · seen in 23.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 23.2% of calls 97.7% repeat consistency

NO Does any speaker say "appreciate" at least once? Screenwriter · seen in 63.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 63.9% of calls 94.2% repeat consistency

NO Does anyone use the phrase "at the end of the day"? Screenwriter · seen in 12.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 12.5% of calls 99.7% repeat consistency

NO Does anyone tell a self-contained anecdote with a beginning, middle, and end? Screenwriter · seen in 27.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 27.7% of calls 82% repeat consistency

NO Does any executive use the phrase "our team"? Screenwriter · seen in 50.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 50.8% of calls 88.7% repeat consistency

NO Does the transcript contain a silence, pause, or "we'll come back to that" that never resolves? Screenwriter · seen in 15.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15.8% of calls 85.7% repeat consistency

NO Does anyone describe a customer, employee, or competitor as a named character with a motive? Screenwriter · seen in 11.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 11.4% of calls 87.3% repeat consistency

YES Does any executive say "we're pleased" or "I'm pleased"? Screenwriter · seen in 68.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 68.3% of calls 92.8% repeat consistency

YES Is there a moment of modesty—someone crediting luck or timing? Screenwriter · seen in 12.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 12.5% of calls 92.3% repeat consistency

NO Does anyone use the phrase "on a year-over-year basis"? Screenwriter · seen in 18.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 18.9% of calls 93.6% repeat consistency

YES Is the word "excited" or "exciting" used by management at least twice? Semiotician · seen in 45.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 45.8% of calls 97.3% repeat consistency

YES Does any speaker say "just" five or more times? Semiotician · seen in 83.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.3% of calls 82.2% repeat consistency

NO Does any question begin with "Can you" or "Could you"? Semiotician · seen in 84.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 84.8% of calls 85.2% repeat consistency

YES Does the word "quick" or "quickly" appear in three or more analyst questions? Semiotician · seen in 13.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 13.2% of calls 91.6% repeat consistency

YES Does an analyst ask for guidance on a metric management did not offer unprompted? Semiotician · seen in 87.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.3% of calls 89.7% repeat consistency

NO Is there a question about capital allocation (buybacks, M&A, debt, or dividends)? Semiotician · seen in 67.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 67.7% of calls 91.7% repeat consistency

NO Does any analyst use the word "clarify" or "clarification"? Semiotician · seen in 32.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.9% of calls 98.7% repeat consistency

NO Does the word "obviously" appear at least twice? Semiotician · seen in 57.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 57.9% of calls 87.2% repeat consistency

YES Does management refer to a prior call or prior quarter's commentary when answering? Semiotician · seen in 87.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.9% of calls 90% repeat consistency

NO Does anyone use the word "actually" at least three times? Semiotician · seen in 46.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 46.2% of calls 85.5% repeat consistency

YES Does any executive begin an answer with "Look," or "So,"? Semiotician · seen in 85.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 85.7% of calls 85% repeat consistency

YES Does the word "challenging" or "challenges" appear at least three times? Semiotician · seen in 32.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 32.2% of calls 90.6% repeat consistency

NO Does the operator run out of queued questions and close early? Semiotician · seen in 34.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 34.3% of calls 83.5% repeat consistency

NO Does any analyst apologize or preface with "sorry" before asking? Semiotician · seen in 32.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.8% of calls 92.9% repeat consistency

YES Is the word "excited" used by the CEO more than the word "confident"? Semiotician · seen in 33.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 33.1% of calls 92% repeat consistency

NO Does any speaker use the phrase "the right" before a noun ("the right team," "the right decisions")? Semiotician · seen in 57.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 57.8% of calls 94% repeat consistency

NO Does the word "guidance" appear more than five times in the transcript? Semiotician · seen in 31.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.8% of calls 93% repeat consistency

YES Does the word "tailwind" or "headwind" appear? Semiotician · seen in 52.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 52.2% of calls 98.7% repeat consistency

YES Does any analyst's question begin with a compliment or congratulation? Semiotician · seen in 41.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 41.5% of calls 88.3% repeat consistency

NO Does an analyst apologize before or during their question? Semiotician · seen in 32.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.8% of calls 96.6% repeat consistency

YES Are there more questions about revenue than about costs? Semiotician · seen in 69.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 69.8% of calls 85.2% repeat consistency

NO Does the word "challenging" appear at least twice? Semiotician · seen in 20.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.1% of calls 97% repeat consistency

YES Does any speaker use the phrase "on a" four or more times total (e.g., "on a constant currency basis")? Semiotician · seen in 54.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 54.8% of calls 82.8% repeat consistency

YES Does any executive answer begin with "Sure" or "Yes" followed by a comma? Semiotician · seen in 71.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 71.4% of calls 83.2% repeat consistency

NO Does anyone say "from a ... perspective" (e.g., "from a margin perspective")? Semiotician · seen in 56.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 56.9% of calls 87.2% repeat consistency

NO Does an executive say "we're not going to" in response to a question? Semiotician · seen in 25% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 25% of calls 92% repeat consistency

YES Does management decline to answer by citing a future event ("we'll address that in..." or "at our upcoming...")? Semiotician · seen in 34.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 34.6% of calls 82% repeat consistency

YES Does the word "quarter" appear at least 20 times? Semiotician · seen in 87.7% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 87.7% of calls 93.3% repeat consistency

NO Is there a mention of "FX," "currency," or "foreign exchange"? Semiotician · seen in 39.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 39.5% of calls 98.7% repeat consistency

NO Does any executive say "that's right" or "that's correct" to an analyst? Semiotician · seen in 23.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 23.6% of calls 96.2% repeat consistency

YES Does the word "leverage" appear at least twice? Semiotician · seen in 52.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 52.1% of calls 94.5% repeat consistency

YES Is the word "leverage" used at least three times? Semiotician · seen in 37.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 37.8% of calls 90% repeat consistency

NO Does management use the word "headwinds" at least once? Semiotician · seen in 33.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 33.6% of calls 97.3% repeat consistency

YES Does any speaker say "great question" or thank the analyst before answering? Semiotician · seen in 51.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 51.8% of calls 84% repeat consistency

NO Does anyone attribute results to "the team" rather than to strategy? Semiotician · seen in 61.6% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 61.6% of calls 90.7% repeat consistency

NO Does any speaker say "going forward"? Semiotician · seen in 61.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 61.4% of calls 85.6% repeat consistency

YES Does any analyst begin their question with "congratulations"? Semiotician · seen in 17.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 17.8% of calls 92.6% repeat consistency

YES Does an analyst thank management at the end of their turn? Semiotician · seen in 77.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 77.2% of calls 94.7% repeat consistency

NO Does anyone describe the future with "We believe" more than "We expect"? Semiotician · seen in 30.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 30.2% of calls 87.3% repeat consistency

NO Does a speaker say "normal" or "normalized" about conditions that predate any disruption mentioned? Semiotician · seen in 33.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 33.7% of calls 81% repeat consistency

YES Is the word "momentum" used without a stated metric attached to it? Semiotician · seen in 41.4% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 41.4% of calls 92.7% repeat consistency

NO Does the word "macro" appear at least twice? Semiotician · seen in 21.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 21.9% of calls 95.9% repeat consistency

NO Does management use the word "solid" at least once? Semiotician · seen in 57.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 57.7% of calls 97% repeat consistency

NO Is there an analogy to a machine, engine, or flywheel? Semiotician · seen in 29.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 29.2% of calls 88% repeat consistency

YES Is the word "visibility" used at least once? Semiotician · seen in 34.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 34.1% of calls 100% repeat consistency

YES Is the phrase "base case" or "scenario" used at least once? Semiotician · seen in 19.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 19.1% of calls 96.9% repeat consistency

YES Does anyone say "we take that seriously" or "we're very focused on"? Semiotician · seen in 18% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 18% of calls 92% repeat consistency

NO Is the phrase "to your point" or "as you mentioned" used at least once? Semiotician · seen in 32.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 32.8% of calls 83.5% repeat consistency

YES Does the operator say "thank you" more than three times? Semiotician · seen in 30% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 30% of calls 94.3% repeat consistency

NO Does management mention a specific competitor by name? Semiotician · seen in 20.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.8% of calls 93.1% repeat consistency

NO Does management say "the team" at least twice? Semiotician · seen in 31.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 31.9% of calls 85.9% repeat consistency

NO Does the word "fundamentally" appear at least once? Semiotician · seen in 12.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 12.3% of calls 98.3% repeat consistency

YES Does the phrase "ahead of" precede any mention of guidance or expectations? Semiotician · seen in 14.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 14.1% of calls 96.6% repeat consistency

NO Does management use the phrase "on a year-over-year basis"? Semiotician · seen in 16.9% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 16.9% of calls 96.6% repeat consistency

NO Does any single speaker say "right?" as a tag question at least once? Semiotician · seen in 34% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 34% of calls 87.5% repeat consistency

YES Does management use the phrase "on a consistent basis" or "consistently"? Semiotician · seen in 27.8% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 27.8% of calls 95.3% repeat consistency

NO Does a speaker begin a sentence with "To be honest" or "To be clear"? Semiotician · seen in 10.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.5% of calls 92.7% repeat consistency

YES Does management use the phrase "strategic" at least twice? Semiotician · seen in 46% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 46% of calls 97.3% repeat consistency

NO Does any speaker describe a business unit as "healthy"? Semiotician · seen in 13.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.3% of calls 92.7% repeat consistency

NO Does any speaker use the word "fundamentals"? Semiotician · seen in 17.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 17.8% of calls 100% repeat consistency

NO Does the word "resilient" or "resilience" appear? Semiotician · seen in 24.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.7% of calls 98% repeat consistency

YES Does the operator mention a queue or "next question" more than three times? Simultaneous · seen in 74.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 74.2% of calls 91.6% repeat consistency

YES Does any analyst ask a follow-up after their initial answer ("follow-up", "second one", "just one more")? Simultaneous · seen in 88.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 88.5% of calls 92.3% repeat consistency

NO Does any analyst ask a question containing the word "why"? Simultaneous · seen in 36.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 36.1% of calls 96.3% repeat consistency

NO Does anyone say "if you look at" before citing a number? Simultaneous · seen in 47.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 47.7% of calls 81.6% repeat consistency

NO Does the phrase "last question" or "final question" appear? Simultaneous · seen in 50.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 50.4% of calls 91.6% repeat consistency

YES Does the word "clearly" appear anywhere in the transcript? Simultaneous · seen in 50.9% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 50.9% of calls 96.3% repeat consistency

YES Does the CEO speak first among named executives in the Q&A? Simultaneous · seen in 68.3% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 68.3% of calls 94.6% repeat consistency

YES Does the word "headwind" or "headwinds" appear at least twice? Simultaneous · seen in 28.5% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 28.5% of calls 97% repeat consistency

YES Does the CFO mention a specific percentage greater than ten? Simultaneous · seen in 89.1% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 89.1% of calls 96.6% repeat consistency

NO Does the phrase "going forward" appear at least once? Simultaneous · seen in 63.4% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 63.4% of calls 86.5% repeat consistency

YES Does the word "team" appear at least three times? Simultaneous · seen in 59% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 59% of calls 91.6% repeat consistency

NO Does the word "confident" appear in any executive's remarks? Simultaneous · seen in 60.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 60.7% of calls 97.7% repeat consistency

YES Does an analyst thank management at the start or end of their turn? Simultaneous · seen in 81.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 81.6% of calls 95.7% repeat consistency

NO Does the CEO use the word "incredibly" at any point? Simultaneous · seen in 15% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 15% of calls 99.7% repeat consistency

YES Does any executive use the word "team" to refer to company personnel? Simultaneous · seen in 83.6% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 83.6% of calls 98.7% repeat consistency

NO Does anyone say "to your point" when answering a question? Simultaneous · seen in 10.3% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.3% of calls 98% repeat consistency

YES Does any executive say "with that" to transition between speakers or topics? Simultaneous · seen in 75% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 75% of calls 97.3% repeat consistency

NO Does the word "transformation" or "transformational" appear? Simultaneous · seen in 24.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 24.2% of calls 99.7% repeat consistency

NO Does any speaker say "moving on" or "next question" themselves? Simultaneous · seen in 25.1% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 25.1% of calls 92.3% repeat consistency

NO Does any speaker use the word "hedging" or say "to hedge"? Simultaneous · seen in 13.5% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 13.5% of calls 96.3% repeat consistency

NO Does any analyst identify themselves with a two-part introduction (name and firm)? Simultaneous · seen in 10.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.2% of calls 85.9% repeat consistency

NO Does the word "talent" appear at least once? Simultaneous · seen in 20.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 20.8% of calls 98% repeat consistency

YES Is the word "capacity" used more often about factories than about people? Supply Chain · seen in 26.2% of calls

How to read this YES

The model found enough evidence in the earnings transcript to mark this exact condition as present.

Transcript-only check Detected in 26.2% of calls 92.3% repeat consistency

NO Does an executive confess to having too much of something physical somewhere? Supply Chain · seen in 12.2% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 12.2% of calls 89.3% repeat consistency

NO Is a supplier or vendor mentioned by name at any point? Supply Chain · seen in 33.7% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 33.7% of calls 85.3% repeat consistency

NO Does any executive blame weather, season, or geography for a shipment or delivery issue? Supply Chain · seen in 10.8% of calls

How to read this NO

The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”

Transcript-only check Detected in 10.8% of calls 91% repeat consistency

No checks match those filters.

500 checks shown · YES means detected; it is not automatically positive or negative.

Real saved model output

Archived AI reasoning

Earlier Artul research experiments on FORM calls. Open a question to read the model's original reasoning.

232 saved explanations · 231 questions

NO Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development — compa Q3 2022 · 2 archived calls

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2022 · 2022-10-26

We need to evaluate two gates based only on the transcript. Gate 1: Is there a positive, current development in the company's business that management presents as genuinely going well or stepping up right now, and the Q&A discussion produces more concrete operating detail than the prepared remarks contained? The development must be real and current, additive across multiple exchanges, and substantive. Gate 2: Identify the main positive, current development that management highlights and analysts probe. Decide if the primary engine is something the company itself created and controls, not external environment. We need to answer YES only if both gates are YES. Let's analyze the transcript. The company is FormFactor, a probe card and systems business. The call is Q3 2022 earnings. The overall tone is negative: revenue down, gross margins down, restructuring, headcount reduction, China trade restrictions, weak DRAM, weak foundry/logic, RF weakness. So the overall business is weak. But there is a positive development mentioned: the Systems segment. In prepared remarks, Mike Slessor says: "Partially offsetting this reduction in probe card demand was record strength in our systems business, highlighting the benefits of our Lab to Fab diversification strategy." Also later: "It’s worth noting that the third quarter all-time high in Systems segment revenues is expected to sustain in the fourth quarter showing the benefit of participating in customers’ early stage R&D programs and the positive impact of successfully integrated tuck-in acquisitions completed during the last several years. Even in the current downturn, customers are aggressively investing in their technology roadmaps with development of innovations like gate-all-around transistors, advanced packaging, silicon photonics and quantum computing together producing solid results in our systems business." So the Systems segment is a positive current development: record revenue, expected to sustain. That is a current development. Now, in the Q&A, do analysts probe this? Let's look at the Q&A. The questions are mostly about the revenue decline, China restrictions, gross margin, cost savings, etc. There is a question from Craig Ellis about capacity expansion, but not specifically about Systems. There is a question from Krish Sankar about probe card being consumable, but not about Systems.

NOQ4 2021 · 2022-02-02

We need to evaluate the transcript for two gates. Gate 1: Is there a positive, current development where Q&A adds more concrete operating detail than prepared remarks? The positive development could be the foundry/logic strength, the new Livermore facility, the systems business record, or the DRAM demand. But we need to see if Q&A adds specifics. Looking at Q&A: - Brian Chin asks about the 1Q revenue impact from labor/component constraints. Mike splits it: half supply chain/labor, half seasonality. That's about weakness, not a positive development. - Then asks about when logic devices with heterogeneous integration will become a surging part of revenue. Mike says late this year or early '23, not current. That's a future opportunity. - Krish asks about supply constraints impacting systems but not probe cards. Mike says it's targeted sub-components. That's about problems. - Then asks about leading vs lagging edge split. Mike says he'd have to get back, no specifics. - Charles asks about Apple seasonality, foundry strength. Mike says it's HPC, not mobile. That's a bit of detail but not much new. - Then asks about DDR4/DDR5 crossover. Mike says they're at parity, interesting observation. That's some detail but not a lot of new specifics. - Craig asks about supply chain and labor visibility. Mike explains the labor issue with Omicron, quarantine. That's about weakness. - Then asks about DRAM share gains. Mike says they gained share, can hold or gain more. That's a positive but not much new detail. - Then asks about quantum computing. Mike says it's long-term, not significant for a few years. That's not current. - Then asks about systems business record. Mike attributes to core engineering, thermal, acquisitions. That's some detail but not much new. - Christian asks about DRAM growth. Mike says not expecting to outgrow, growth from foundry/logic. That's general. - Then asks about third largest customer. Mike says they can get to $100M/year, but seasonality. That's some detail. - Amanda asks about competitive environment. Mike says it's healthy, no fundamental change. - Then asks about M&A strategy. Mike says appetite for M&A, but not specific to a current development. - Tom asks about DRAM growth drivers. Mike says wafer starts. - Then asks about foundry logic and $10B fabs. Mike says no rule of thumb. - Then asks about CapEx impact.

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NO Bought the seat, waiting for the ride: management describes a position already secured inside someone else's decision, w Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

我们根据提供的财报电话会议记录，判断管理层是否传达了“公司的近期增长不再依赖于说服任何人，因为决定已经由他人做出，且相关活动才刚刚开始影响公司”这一情况。分析三个条件： (1) 决定已经做出：管理层提到“foundry strength provides real-time insight into the differences between the demand drivers for consumables... probe cards are consumable specific to each new chip design... we benefit from both node transitions and the release of new designs on existing nodes.” 以及“customers continued to release and ramp multiple new designs in volume”等。这些表明客户已经做出了设计决策，公司受益于这些已做出的选择。此外，提到“we began customer shipments from our new Livermore Manufacturing Center in the fourth quarter”等，显示交付已经开始。但关键是，管理层是否将未来业务视为基于已做出的决定？他们提到“Our expectation for continued long-term growth in the Foundry and Logic Probe Card market is one of the primary drivers of our ongoing capacity expansions.” 这更多是市场预期，而非已承诺的业务。然而，他们提到“customers continued to release and ramp multiple new designs”以及“new design activity with each of the major DRAM manufacturers continues to be strong”等，这些是已在进行中的活动。但整体上，管理层并未明确说“决定已经做出，我们只需交付”，而是更多谈论需求强劲和产能扩张。不过，他们提到“we began customer shipments from our new Livermore Manufacturing Center in the fourth quarter, and these shipments contributed to our record quarterly revenue.” 以及“We're gradually increasing capacity in Livermore to meet customer demand”等，这暗示有已承诺的需求。但条件(1)要求“决定已经做出，而不是未来要赢取”。管理层提到“we continue to benefit from solid demand across all our served markets”和“we're excited about the important role we're playing in enabling innovation and growth”等，这些更多是需求描述，而非已承诺的订单。然而，他们提到“customers continued to release and ramp multiple new designs”表明客户已经做出了设计选择，公司因此受益。但这是否构成“决定已经做出”？可能部分符合，但不够明确。 (2) 公司行为像准备交付：管理层提到“Our team remains focused on actively managing and resolving these challenges, both by working closely with our current suppliers and rapidly qualifying and ramping new suppliers.” 以及“we began customer shipments from our new Livermore Manufacturing Center in the fourth quarter”和“We're gradually increasing capacity in Livermore to meet customer demand by adding both tools and labor.” 这些表明公司在为交付做准备。但同时也提到“we continue to face a variety of supply chain and labor challenges”等，这些是交付中的困难。整体上，公司确实在准备交付。 (3) 公司相对于已承诺的业务较小，且数字尚未体现：管理层提到“we're well along the path to achieve the target financial model that delivers $2 of non-GAAP earnings per share on $850 million of revenue.” 但当前季度收入为$205M，年化约$820M，接近目标。然而，他们提到“we expect to continue to invest in increasing capacity to meet customer dema

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NO Second engine igniting off the first: an unplanned-for adjacent revenue stream has started paying, and management is now Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need to determine if management describes a second, distinct way of making money that emerged from existing operations, is already generating real paying business, and is being deliberately grown. Looking at the transcript, Mike Slessor mentions: "In addition, we recently launched an exciting new program to offer HPD state-of-the-art cryogenic test tools and capabilities as a service, enabling quantum computing developers to rapidly and cost-effectively characterize their cubits and resonators. Using FormFactor's cryo stats with innovative probe sockets adapted from our market-leading probe card business, customers can utilize this service to dramatically accelerate development cycles with no upfront capital investment." This describes a new service offering (cryogenic test as a service) that leverages existing capabilities (cryo stats, probe sockets from probe card business) and is aimed at quantum computing developers. It is a distinct revenue avenue from the core probe card and systems business. It is already launched and paying? The transcript says "recently launched" and "customers can utilize this service" - it implies it is available and presumably generating revenue, though not explicitly stated as current revenue. However, the question asks if it is "already generating real paying business today" - the transcript says "recently launched" and describes it as a program, but does not explicitly state that it has paying customers yet. It says "customers can utilize this service" - that suggests it is available, but not necessarily that it has generated revenue yet. Also, management is "deliberately putting effort or resources behind growing it" - they launched it, so yes. But is it a second avenue? Yes, it's a service offering distinct from selling probe cards or systems. It emerged from existing capabilities (cryo stats, probe sockets). It is being grown. However, the question requires that it is "already generating real paying business today" - the transcript does not explicitly say that. It says "recently launched" and "customers can utilize" - but no mention of actual revenue or orders. Also, later in the Q&A, Mike Slessor says: "Quantum for us really a long-term play. And by long-term, I mean outside the $850 million target model, an achievement to that. But it was fundamental to the acquisition we made of HPD Colorado a little over a year ago.

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NO The bridge is already built: management walks investors from today's numbers to a bigger business using only pieces alre Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need to determine if the forward-looking statements in the transcript are built out of specific, already-secured pieces that will meaningfully increase the business in the near term, versus general market hopes or pipeline. Let's analyze the transcript. Management discusses: - Record Q4 revenue, but Q1 outlook is lower due to seasonality and supply chain/labor issues. - They mention capacity expansion: "we began customer shipments from our new Livermore Manufacturing Center in the fourth quarter, and these shipments contributed to our record quarterly revenue. We're gradually increasing capacity in Livermore to meet customer demand by adding both tools and labor. We're also expanding other facilities across our global manufacturing network, which will create the capacity to meet and then exceed the $850 million revenue of our current target financial model." - They talk about demand drivers: "customers are investing in both leading edge capacity... and early stage innovative advanced packaging architectures... These chiplet or tile-based integration schemes drive both higher test intensity... which expands the number of probe cards required per wafer out and test complexity... Both these dynamics create tailwinds for long-term foundry and logic probe card demand." - They mention new product/service: "we recently launched an exciting new program to offer HPD state-of-the-art cryogenic test tools and capabilities as a service, enabling quantum computing developers to rapidly and cost-effectively characterize their cubits and resonators." But they also say "Quantum for us really a long-term play. And by long-term, I mean outside the $850 million target model... I would not expect to see significant impact on our financials over the next couple of years." So that's not near-term material. - They discuss supply chain and labor constraints affecting Q1, but they are managing them. - They talk about DRAM and foundry demand, but that's more market conditions. The question: Does management build the forward story out of specific pieces already secured or in motion, such that the reported results understate the business already locked in? The key is whether they name specific committed items that will ramp in the next year. They mention the new Livermore facility is already shipping and will gradually increase capacity. That is a specific piece already in motion.

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NO Old money out, new money in: the company is redirecting its own capital away from what it has always done and into a spe Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need to determine if the transcript shows a redirection of resources from one area to another, with management treating it as defining the company's future. Let's analyze. The transcript discusses record results, capacity expansion, supply chain issues, and various segments. Key points: - Mike Slessor mentions "we continue to benefit from solid demand across all our served markets in probe cards and engineering systems" and "we're excited about the important role we're playing in enabling innovation and growth in the semiconductor industry." That's general. - He mentions "our long-term investments in automation and vertical integration helped us mitigate the effect of these headwinds" and "we are also experiencing extended lead times for some of our products, primarily in the system segment" due to supply chain. - He talks about "we began customer shipments from our new Livermore Manufacturing Center in the fourth quarter" and "We're gradually increasing capacity in Livermore to meet customer demand by adding both tools and labor. We're also expanding other facilities across our global manufacturing network, which will create the capacity to meet and then exceed the $850 million revenue of our current target financial model." - He discusses Foundry and Logic probe cards as largest business, DRAM, etc. He mentions "our expectation for continued long-term growth in the Foundry and Logic Probe Card market is one of the primary drivers of our ongoing capacity expansions." So capacity expansion is for existing business. - He mentions "we recently launched an exciting new program to offer HPD state-of-the-art cryogenic test tools and capabilities as a service, enabling quantum computing developers to rapidly and cost-effectively characterize their cubits and resonators." This is a new service. But is it a redirection? He says "Using FormFactor's cryo stats with innovative probe sockets adapted from our market-leading probe card business, customers can utilize this service to dramatically accelerate development cycles with no upfront capital investment." This is a new offering, but is it funded at real scale? He says "we recently launched" and "exciting new program" but no mention of significant resources committed. Also, he says "Quantum for us really a long-term play. And by long-term, I mean outside the $850 million target model" in response to a question.

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NO Named counterparty roster suddenly upgraded in caliber Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need to determine if management describes a caliber shift in counterparties recently, with real current business, and early relative to relationship. The transcript: Mike Slessor discusses various segments. He mentions "we recently launched an exciting new program to offer HPD state-of-the-art cryogenic test tools and capabilities as a service, enabling quantum computing developers to rapidly and cost-effectively characterize their cubits and resonators." This is about quantum computing developers. He says "customers can utilize this service to dramatically accelerate development cycles with no upfront capital investment." This suggests new customers? But is it a caliber shift? He says "quantum computing developers" - that's a category. Is it a higher class than historical norm? The company has been in engineering systems, probe cards, etc. Quantum computing is a new area. But does he say they are now actually buying? He says "we recently launched" a program, and "customers can utilize" - it's an offering, not necessarily that they have already transacted. He also mentions "cryogenic probers for quantum applications" contributed to Q4 system segment revenue. In Q4, system segment revenue was record $39M, "mainly as a result of higher sales of 300 millimeter systems and cryogenic probers for quantum applications." So they have sold cryogenic probers for quantum applications. That is real business. But is it a caliber shift? The company has historically served semiconductor manufacturers. Quantum computing developers might be a new class of customers, but are they "of a size, stature, or sophistication" higher? Not necessarily. The question asks: "CALIBER OF COUNTERPARTIES NOW DOING REAL BUSINESS WITH THE COMPANY HAS RECENTLY STEPPED UP — that customers, partners, or institutions of a size, stature, or sophistication the company did not previously transact with are NOW actually buying..." The transcript does not explicitly say that the counterparties are of a higher caliber than before. It mentions quantum computing developers, but that's a new market, not necessarily a higher caliber. Also, the company has been in engineering systems for a long time, serving semiconductor fabs, research institutions, etc. Quantum computing developers might be similar in sophistication. The management does not contrast "who buys now versus who used to" to show a step up.

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NO Order-of-magnitude gap: the company is already serving a demand source whose scale dwarfs its own current business Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need to answer YES or NO based on the transcript. The question asks: does management describe a mismatch of scale between the company and the demand it is already serving? That is, is the company currently supplying/serving/participating in something enormous relative to its own business, such that even a modest further share would make it several times bigger? We need to find if management conveys both: (1) already inside it with real business, and (2) management itself draws the size contrast and treats it as the point. Let's scan the transcript. Management talks about record results, demand, capacity expansions, target model of $850M revenue, $2 EPS. They mention they are well along the path to achieve that. They talk about growth in foundry and logic, DRAM, systems. They mention quantum computing as a long-term opportunity but not yet significant. They mention FRT optical metrology, etc. Is there any statement about being inside a huge flow of activity where they are small? For example, they talk about "customers are investing in both leading edge capacity, as evident from record levels of wafer fab equipment spending" and "these chiplet or tile-based integration schemes drive both higher test intensity which expands the number of probe cards required per wafer out and test complexity which widens FormFactor's competitive advantage." That's about growth drivers, not necessarily a mismatch of scale. They mention "We're gradually increasing capacity in Livermore to meet customer demand" and "we're also expanding other facilities across our global manufacturing network, which will create the capacity to meet and then exceed the $850 million revenue of our current target financial model." That's about capacity to meet demand, but not about being small relative to a huge opportunity. They talk about "our leadership position in our attractive served markets" and "we're well along the path to achieve the target financial model that delivers $2 of non-GAAP earnings per share on $850 million of revenue." That suggests they are growing but not necessarily that they are tiny relative to a huge flow. The question specifically asks about a mismatch of scale: the company is currently supplying something enormous relative to its own business, such that even a modest further share would make it several times bigger. Management must draw that contrast explicitly.

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NO Selling the shovels to a customer who just got rich: management describes its customers' own economics improving sharply Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need to determine if management describes that its own customers' financial condition has recently and materially improved, and that this improvement is already showing up as increased purchasing from the company, with more expected. Let's analyze the transcript. The company is FormFactor, which makes probe cards and engineering systems for semiconductor testing. Their customers are semiconductor manufacturers (foundries, DRAM makers, etc.). Management discusses demand, but do they talk about the customers' own financial condition improving? They talk about customers investing in capacity, record WFE spending, etc. But that's about demand and investment, not necessarily about the customers' making more money or having better wallets. They mention "customers are investing in both leading edge capacity, as evident from record levels of wafer fab equipment spending" - that's about customers spending, but is that about their financial condition improving? It could be, but it's more about demand. They also mention "customers continued to release and ramp multiple new designs in volume" - that's about activity. The question asks specifically: does management describe that the buyers' own wallets have gotten fatter? That is, the customers' financial position, profitability, funding, etc. improved. In the transcript, there is no explicit mention of customers' profitability, cash, funding, or ability to pay improving. They talk about demand, but not about the customers' own economics. They talk about "customers are investing" but that's not necessarily about their financial condition improving; it could be from existing budgets. Also, they mention "customers are investing in both leading edge capacity" - that's about capital expenditure, but not about their financial health. The second part: is that money already turning into this company's business? They do have record revenue, but they attribute it to demand, not to customers' improved financial condition. The question is very specific: management must convey that the customers' own financial condition has improved, and that this is already showing up as increased purchasing, with more expected. I don't see that in the transcript. They talk about demand strength, but not about the customers' wallets. For example, they say "customers are investing" but that's not the same as saying customers have more money.

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NO Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development — broad Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need to evaluate the transcript for two gates. Gate 1: Is there a positive current development that management presents as going well, and in Q&A, management adds more concrete operating detail than in prepared remarks? Gate 2: Is that development based on broad and granular demand base (many customers) rather than concentrated? Let's identify the main positive current development. The call highlights record Q4 revenue, strong demand across markets, particularly Foundry and Logic probe cards, and engineering systems. The Q&A probes several areas: Foundry and Logic strength, DRAM, systems, etc. The most probed positive development seems to be the Foundry and Logic probe card strength, especially in Q1 with high-performance compute designs. Also, the engineering systems business record revenue. But we need to see if in Q&A, management adds more concrete operating detail than in prepared remarks. For example, on Foundry and Logic, prepared remarks mention strength driven by new designs on existing nodes, high-performance compute. In Q&A, when asked about the strength, Mike says it's primarily associated with HPC, and mentions mobile elements but dominant theme is HPC. That's somewhat additional but not much. Also, when asked about the impact of node delays, he says it doesn't have big impact, designs continue on existing nodes. That's more of a clarification. Another development: the engineering systems business record revenue. In Q&A, when asked about what contributed to high level, Mike mentions legacy systems strength, thermal, FRT optical metrology for advanced packaging, and HPD for quantum. That adds some detail but not a lot of new specifics. But the question is whether the Q&A produces more concrete operating detail than prepared remarks. Let's look at the exchanges. For example, on the supply chain and labor constraints, that's a negative. On DRAM, they discuss DDR4/DDR5 crossover, but that's more of a market observation. The most positive current development that is probed is probably the Foundry and Logic strength. In the prepared remarks, Mike says: "In the first quarter, our foundry business is being driven by this second component, the release of new designs on existing nodes, as we enable reuse of our customers installed base of testers to test new chip designs, primarily in high performance compute applications." That's already specific.

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NO Front, middle, and back of the business all improving at once, in management's own present-tense telling Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need answer only YES or NO. Need evaluate transcript. Need determine if management's own account of just-reported period describes real, already-occurring improvement in all three zones simultaneously: front (new business coming in), middle (delivery/output), back (business staying/repeating/committed forward). Each grounded concrete current activity, attributed mainly to company itself. We need parse transcript. Company FormFactor Q4 2021 earnings call. They reported record Q4 revenue >$200M, record 2021. Need see if all three zones described. Front: new business coming in? Probe cards are consumables tied to new chip designs. Management discusses demand, new design activity, foundry strength driven by release of new designs on existing nodes, DRAM new designs DDR4/DDR5, engineering systems demand. But is that "new business actually coming in" above norm? They mention record results, demand across all served markets. They mention "customers continued to release and ramp multiple new designs in volume" for DRAM. Foundry strength from release of new designs. Engineering systems sustained demand. This sounds front: new designs/orders? Need concrete grounding: "new design activity with each major DRAM manufacturers continues to be strong" "release of new designs on existing nodes" "customers continued to release and ramp multiple new designs in volume." That is new business arriving. Also "we began customer shipments from new Livermore Manufacturing Center in Q4" not front. Need all three. Middle: more being delivered. They report record revenue, shipments, record system revenue, probe card revenues increased. "Q4 represented strong finish... record quarterly and annual revenues" "Probe cards segment revenues $166M increase 7% from Q3" "System segment revenues record $39M increase 11%" "Foundry and Logic revenues increased by $9M to $114M" "DRAM revenues $40.3M +1%" "Flash +$1.2M". This is actual output/delivery. Also "we began customer shipments from Livermore" contributed. So middle yes. Back: more staying or already secured forward. Need see if management describes business already won holding/deepening, backlog, committed work, repeat behavior. They discuss "solid demand across all served markets" but that's demand. "We continue to experience sustained demand in Q1" for engineering systems. "Expectation for continued long-term growth" not current.

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NO Young streak off a low base: a short run of consecutive-period improvement has just started, after a stretch that gave i Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need answer based only transcript. Need decide yes/no. Need identify if management conveys short young run of consecutive periods improvement in part of business that had been unimpressive, causes company-specific and still in force. Let's parse transcript. Management discusses record Q4, record 2021. But question asks specific: "NOW PUT TOGETHER A SHORT, STILL-YOUNG RUN OF CONSECUTIVE PERIODS OF REAL IMPROVEMENT — roughly two to four periods in a row of getting better — in a part of the business that, until recently, had been giving investors little reason to expect it, AND that the causes of this young run are attached to the company itself and still in force?" Need find any such story in transcript. Candidate: Engineering systems business? They say "Our engineering systems business also delivered record results in the fourth quarter, with revenue of nearly $40 million and we continue to experience sustained demand in the first quarter. This demand is driven primarily by adoption of FRT optical metrology tools and advanced packaging applications, along with continued customer investments in engineering progress..." But no prior weak stretch mentioned. Also maybe System segment record? Not young run. Probe cards? Foundry logic? Not unimpressive prior. The whole company: record Q4, record 2021, but prior year was also strong? In 2020 Q4 record? They say fourth quarter non-GAAP net income second only to Q4 2020. Company has been performing well for long time? Not young run. Question likely asks about something like "HPD cryogenic test tools as a service" no. Let's examine management words. They mention "As we previewed in October earnings call, we began customer shipments from our new Livermore Manufacturing Center in fourth quarter, contributed to record quarterly revenue. We're gradually increasing capacity..." That's capacity ramp, not unimpressive prior. Maybe "DRAM" - demand sustained near high levels of Q2 and Q3, new designs. But no prior weak stretch. Maybe "engineering systems" - delivered record Q4, sustained demand in Q1. But no prior unimpressive. Need answer based on transcript. The question asks "does management convey..." We must answer YES only if all three present. Likely NO because no prior unimpressive stretch and no sequential cumulative run described as change from weak. There is some mention of "record" but not young run.

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NO Small company, big counterparties: management describes doing business with institutions far bigger than itself and bein Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need answer YES/NO. Need evaluate transcript. Need determine if management describes company doing real current business with counterparties vastly larger/more established/authoritative, and those counterparties treat company as relied-upon not sampled. Need use only transcript. We need parse. Company FormFactor, semiconductor probe cards and systems. They mention customers: foundry/logic, DRAM manufacturers, etc. They don't name customers mostly. They mention "our largest customer" in analyst question? Let's inspect. Transcript: Mike Slessor says "record results... demand across all served markets in probe cards and engineering systems..." "Foundry and Logic probe cards, our largest business..." "Customers are investing in both leading edge capacity, as evident from record levels of wafer fab equipment spending and early stage innovative advanced packaging architectures like EMIB, Foveros, and 3DFabric..." These are Intel? EMIB/Foveros are Intel packaging, 3DFabric is TSMC? They are named technologies, not counterparties. "DRAM. Demand for DRAM probe cards... customers continued to release and ramp multiple new designs in volume... New design activity with each of the major DRAM manufacturers continues to be strong..." "major DRAM manufacturers" are large but not named. "Engineering systems... adoption of FRT optical metrology tools and advanced packaging applications, along with continued customer investments in engineering progress to enable industry innovation in new CMOS architectures like gate-all-around and optical applications like Silicon Photonics." "HPD cryogenic test tools... enabling quantum computing developers..." "customers can utilize this service..." No names. Analyst Brian Chin: "the company is bringing a record quarterly revenue even as revenue to your largest customer, it looks like it's down 30 -- 35%, 40% from its run rate maybe in 2020, that seems like a positive. I guess from a timing perspective, when would you anticipate that logic devices built with seven nanometer process technology that rely on significant heterogeneous die integration, when do you think that could become a more of a surging part of your revenue stream?" Mike responds "it's a great observation... We talked about some of the 2020 run rates for the customer probably not being at sustainable levels at least for the 10-nanometer manufacturing model.

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NO Numbers are lagging the physical build: management points to something already finished or nearly finished that has not Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need answer YES/NO. Need determine from transcript if management points to something already finished built/acquired/put in place but not yet earning/running/just switched on. Need use only transcript. Let's parse. Company FormFactor. Q4 2021. They opened new Livermore Manufacturing Center in Q4, began customer shipments from it in Q4, contributed to record quarterly revenue. So it's already earning, contributing. Not idle. They are gradually increasing capacity. So no. Other acquisitions? HPD Colorado acquired a little over a year ago, contributing? FRT optical metrology contributing. No. Cryogenic test tools as a service "recently launched" new program. Is it finished and not yet earning? They launched program, enabling customers. It's a service offering, not necessarily built? It is launched, so available. Not "not yet earning" maybe just launched. But question asks something already finished but not yet earning. This is a new program launched, likely just beginning. But management doesn't say it's not yet contributing; it's exciting new program. Could be "launched" = available, earning maybe. Not enough. Need answer NO if everything described already in operation and reflected in current results. The new Livermore center is in operation and contributed. The cryo service is launched. No completed idle asset. Need be careful: "we began customer shipments from our new Livermore Manufacturing Center in the fourth quarter, and these shipments contributed to our record quarterly revenue." So not idle. "we're gradually increasing capacity in Livermore to meet customer demand by adding both tools and labor." It's ramping but already earning. Not "not yet earning." "we recently launched an exciting new program to offer HPD state-of-the-art cryogenic test tools and capabilities as a service" This is a service offering, launched. It may be "finished and ready but not yet launched"? No, launched. It's not "not yet earning" because launch means available. But maybe "as a service" with no upfront capital investment, customers can utilize. It's a new program, but not described as not yet contributing. It's a product/service launch, likely just beginning. The question asks "already finished building, acquiring, or putting in place — but which is NOT YET EARNING, NOT YET RUNNING, OR ONLY JUST BEING SWITCHED ON". "Only just being switched on" could count.

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NO Management is planning the next period around a number the current business does not yet support Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need to determine if management describes resourcing and organizing the company around a level of activity that the business is not yet doing, with a gap acknowledged, and specific things they can see. From the transcript: Mike Slessor discusses capacity expansions. He says: "We're gradually increasing capacity in Livermore to meet customer demand by adding both tools and labor. We're also expanding other facilities across our global manufacturing network, which will create the capacity to meet and then exceed the $850 million revenue of our current target financial model." This indicates they are building capacity to exceed $850M, which is above current run rate (Q4 revenue $205M, annualized ~$820M, but they are at $770M for 2021). So they are expanding to exceed target model, which is above current. But is this already committed? They are adding tools and labor, expanding facilities. They also mention "we began customer shipments from our new Livermore Manufacturing Center in the fourth quarter" and "We're gradually increasing capacity in Livermore to meet customer demand." That sounds like they are adding capacity to meet demand, but also to exceed target model. However, is there a gap acknowledged? They say "which will create the capacity to meet and then exceed the $850 million revenue of our current target financial model." That implies they are building capacity for a level above current. But do they acknowledge that current results are below that? They don't explicitly say "we are carrying excess capacity" but they say they are expanding to exceed target model. Also they mention "As we previewed in our October earnings call, we began customer shipments from our new Livermore Manufacturing Center in the fourth quarter, and these shipments contributed to our record quarterly revenue." So they are already using it. But they are still expanding. Also they mention "Our long-term investments in automation and vertical integration helped us mitigate the effect of these headwinds" and "we continue to face a variety of supply chain and labor challenges." They talk about labor shortages due to Omicron, which caused a sequential reduction in Q1 outlook. That is a temporary issue. The question is about resourcing for a materially higher level of business than reported. They are expanding capacity to exceed $850M, which is above current run rate.

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NO Story upgraded mid-call: management spontaneously tops its own prepared version with fresher or bigger facts Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need to determine if management spontaneously upgrades its own story relative to its prepared version during the Q&A. The prepared remarks already mention record results, strong demand, capacity expansion, etc. In Q&A, management adds details: e.g., in response to Brian Chin's question about the revenue impact, Mike Slessor says the $10 million decline is split between constraints and seasonality, but also notes that foundry demand is strong. However, that's not an upgrade beyond prepared. Later, in response to Krish Sankar, Mike says that the supply chain constraints are mainly in systems, not probe cards, and that they've managed to avoid impact in probe cards. That's not an upgrade. In response to Charles Shi, Mike discusses DRAM and DDR4/DDR5 parity, but that's not an upgrade. In response to Craig Ellis, Mike talks about quantum computing as a long-term play, but that's not an upgrade. In response to Christian Schwab, Mike says they expect the third largest customer to be around $100 million a year, and that they expect first quarter strength. That might be an upgrade? The prepared remarks already mentioned foundry strength. But the specific $100 million figure might be new. However, is that a spontaneous upgrade? It's in response to a question about that customer. The prepared remarks didn't mention that specific number. But is it a positive development beyond the prepared version? The prepared remarks said "we continue to benefit from solid demand" and "foundry strength" but didn't give a specific customer revenue target. So this could be an upgrade. Also, in response to Tom Diffely, Mike says that the new fab capacity is a long-term positive. That's not an upgrade. In response to David Dooley, Mike says that the delay of 3nm doesn't have a big impact, and that designs continue on existing nodes. That's not an upgrade. The key is whether management spontaneously volunteers information that is fresher and stronger than the prepared remarks. The prepared remarks already included record Q4, strong demand, capacity expansion, etc. The Q&A mostly elaborates on those. The only potential upgrade is the $100 million customer revenue expectation, but that might be a restatement of prior guidance? Actually, in the prepared remarks, Mike said "we continue to benefit from solid demand" and "foundry strength" but didn't mention a specific customer.

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NO Cost of being wrong just collapsed: the company can now try things it previously could not afford to attempt Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need to determine if the transcript conveys that the cost of attempting something new has dramatically fallen, leading to multiple new attempts with at least one showing real results. Let's analyze. Key points from transcript: - Mike Slessor mentions "we recently launched an exciting new program to offer HPD state-of-the-art cryogenic test tools and capabilities as a service, enabling quantum computing developers to rapidly and cost-effectively characterize their cubits and resonators. Using FormFactor's cryo stats with innovative probe sockets adapted from our market-leading probe card business, customers can utilize this service to dramatically accelerate development cycles with no upfront capital investment." This indicates a new offering (test as a service) that reduces upfront capital for customers, but does it reduce cost for FormFactor? It says "no upfront capital investment" for customers, but that's about customer cost. For FormFactor, it's a new service offering. Does it indicate that FormFactor can now attempt things cheaper? Not directly. Also, the company has made acquisitions (HPD, FRT) and is expanding capacity. But the question is about the cost of attempting something new falling, leading to more attempts. The transcript mentions "we continue to benefit from solid demand across all our served markets" and "we're excited about the important role we're playing in enabling innovation and growth." But no explicit statement about a dramatic drop in the cost of trying new things. There is mention of "our long-term investments in automation and vertical integration helped us mitigate the effect of these headwinds" but that's about mitigating supply chain issues, not about cheaper attempts. The quantum program is one new thing. But is there a portfolio of attempts? The transcript mentions "we recently launched an exciting new program" - that's one. Also, they are expanding capacity, but that's not an attempt at something new. The question asks: "does management convey that IT HAS BECOME DRAMATICALLY CHEAPER, FASTER, OR EASIER FOR THE COMPANY TO ATTEMPT A NEW THING THAN IT USED TO BE" - I don't see that. They talk about "no upfront capital investment" for customers, but that's not about FormFactor's own cost of attempting. They talk about "dramatically accelerate development cycles" for customers, but again, that's customer benefit.

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NO Customers eating the friction: buyers are visibly absorbing cost, delay, or inconvenience to keep this specific company Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need to determine if management describes customers currently putting up with real cost, delay, or inconvenience in order to keep doing business with FormFactor specifically. The transcript mentions supply chain constraints and labor shortages affecting FormFactor's operations. Specifically, Mike Slessor says: "we are also experiencing extended lead times for some of our products, primarily in the system segment, caused by delayed deliveries for specific sub-components in subsystems from certain suppliers." And later: "Our team remains focused on actively managing and resolving these challenges, both by working closely with our current suppliers and rapidly qualifying and ramping new suppliers." Also, "we continue to face a variety of supply chain and labor challenges." And "the recent spread of the Omicron variant has caused labor shortages in our U.S. factories in the early weeks of 2022 and is partially responsible for the sequential reduction in revenues in our first quarter outlook." But does management describe customers absorbing friction? They mention extended lead times for products. However, they don't explicitly say customers are waiting without cancelling or that they are accepting delays. They mention that they are working to mitigate, but no direct statement about customer behavior in response to these delays. The question asks: "does management describe that the company's customers are CURRENTLY PUTTING UP WITH REAL COST, DELAY, OR INCONVENIENCE in order to keep doing business with THIS company specifically?" The transcript mentions extended lead times, but does it say customers are tolerating them? It doesn't say customers are defecting or that they are accepting. It just says they are experiencing extended lead times. That could be a friction, but management doesn't explicitly say customers are enduring it without leaving. They also mention labor shortages causing revenue reduction, but that's about their own capacity, not about customer behavior. The question requires that management presents this observed customer behavior as something actually happening now. The transcript does not include any statement like "customers are waiting" or "orders remain in place" or "customers are accepting delays." It's just a description of the company's challenges. There's no mention of customers' actions in response. So the answer is NO.

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NO Call runs ahead of the accounts: the business management describes is already operating beyond the period it is reportin Q4 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ4 2021 · 2022-02-02

We need to determine if there is a clear gap between the trailing period reported and the level at which the business is already operating, as described by management. The transcript is from FormFactor's Q4 2021 earnings call. The reported quarter is Q4 2021, with record revenue of $205 million. Management discusses various factors: supply chain constraints, labor shortages due to Omicron, and also mentions that they began customer shipments from new Livermore Manufacturing Center in Q4, contributing to record revenue. They also mention that they are gradually increasing capacity in Livermore. They talk about strong demand across all markets. They also mention that they expect Q1 2022 revenue to be lower due to seasonality and constraints. The question is whether management's own words convey that the present is already busier than the print, i.e., that the business is operating at a level beyond what the reported numbers show. Key points: - They opened a new manufacturing center in Q4 and started shipments, but it contributed to Q4 revenue. So that is part of the print. - They mention that they are gradually increasing capacity to meet demand, but that is forward-looking. - They mention supply chain and labor constraints that are impacting Q1, but that is about the current quarter, not about the reported period being behind. - They talk about strong demand and record results, but they don't explicitly say that the current run-rate is higher than the reported quarter. They do say that Q1 will be lower due to seasonality and constraints, so they are not saying the business is already above the print. The question asks: "Is there a clear gap — in management's own telling — between the TRAILING PERIOD BEING REPORTED and the LEVEL AT WHICH THE BUSINESS IS ALREADY OPERATING RIGHT NOW?" That is, does management describe the company as already operating at a higher level than the reported quarter? They mention that they started shipments from Livermore in Q4, but that is part of Q4. They don't say that the current run-rate is higher. They do mention that they are expanding capacity to meet demand, but that is about future capacity. They also mention that they expect Q1 to be lower, so they are not saying the business is already above the print. They are saying that Q1 will be lower due to constraints, which suggests the current level is not higher.

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Showing the latest 18 of 231 archived research questions.

These archived questions are separate from the newer 500-check scan above.

Past calls

FORM call history

Open a quarter only when you want its detailed evidence.

B Q3 2025 · Solid call · 2025-10-29Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics.

Guidance: raisedDemand: acceleratingMargins: expandingPricing: stableHeadcount: cuttingCapex: increasing⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Guidance underwritable✓ Resolves doubts✓ Volume step-up ahead

Candor 7/9

Specificity 7/9

Evasion 3/9

Confidence 7/9

Uncertainty 4/9

Promotion 4/9

Stress 3/9

Complexity 6/9

View the 20 core call-quality checks

YES Would a skeptical short-seller find this call reassuring?

YES Would a careful investor underwrite management's guidance?

YES Is management's confidence proportionate to the evidence presented?

YES Does the call resolve more doubts than it creates?

YES Is there something a critic could fairly use against the company?

NO Is a claimed advantage dependent on scale they lack?

YES Does an obvious question remain unanswered?

YES Is a product early in its life but growing very fast?

YES Do they serve a small fraction of their addressable customers?

YES Is volume about to step up rather than grow gradually?

YES Are high fixed costs currently underutilised?

NO Is pricing recovering from a depressed level?

YES Do current results look bad while the direction looks better?

NO Are deferred revenue or customer prepayments growing?

NO Is consolidation happening among their peers?

NO Is a founder still running the company?

NO Does the final speaker sound like they are summarizing a finished story?

NO Is a fast-growing segment obscured by a declining one?

NO Does the CFO speak more than the CEO?

NO Does the call read rehearsed rather than lived?

B Q1 2025 · Solid call · 2025-04-30Management raised guidance against accelerating demand and contracting margins. The delivery was unusually candid, rich in specifics.

Guidance: raisedDemand: acceleratingMargins: contractingPricing: stableCapex: flat⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Resolves doubts✓ Volume step-up ahead✓ Early product, fast growth

Candor 7/9

Specificity 8/9

Evasion 3/9

Confidence 7/9

Uncertainty 6/9

Promotion 4/9

Stress 2/9

Complexity 6/9

View the 20 core call-quality checks

YES Would a skeptical short-seller find this call reassuring?

NO Would a careful investor underwrite management's guidance?

YES Is management's confidence proportionate to the evidence presented?

YES Does the call resolve more doubts than it creates?

YES Is there something a critic could fairly use against the company?

NO Is a claimed advantage dependent on scale they lack?

YES Does an obvious question remain unanswered?

YES Is a product early in its life but growing very fast?

NO Do they serve a small fraction of their addressable customers?

YES Is volume about to step up rather than grow gradually?

YES Are high fixed costs currently underutilised?

NO Is pricing recovering from a depressed level?

YES Do current results look bad while the direction looks better?

NO Are deferred revenue or customer prepayments growing?

NO Is consolidation happening among their peers?

NO Is a founder still running the company?

NO Does the final speaker sound like they are summarizing a finished story?

NO Is a fast-growing segment obscured by a declining one?

NO Does the CFO speak more than the CEO?

NO Does the call read rehearsed rather than lived?

C Q4 2024 · Caution · 2025-02-05Management lowered guidance against mixed demand signals and contracting margins. The delivery was unusually candid, rich in specifics.

Guidance: loweredDemand: mixedMargins: contractingPricing: stableHeadcount: flatCapex: flat⚑ Critic ammunition✓ Resolves doubts✓ Volume step-up ahead✓ Early product, fast growthHidden segmentDirection beats results

Candor 8/9

Specificity 8/9

Evasion 2/9

Confidence 6/9

Uncertainty 5/9

Promotion 4/9

Stress 3/9

Complexity 7/9

View the 20 core call-quality checks

NO Would a skeptical short-seller find this call reassuring?

NO Would a careful investor underwrite management's guidance?

YES Is management's confidence proportionate to the evidence presented?

YES Does the call resolve more doubts than it creates?

YES Is there something a critic could fairly use against the company?

NO Is a claimed advantage dependent on scale they lack?

NO Does an obvious question remain unanswered?

YES Is a product early in its life but growing very fast?

NO Do they serve a small fraction of their addressable customers?

YES Is volume about to step up rather than grow gradually?

YES Are high fixed costs currently underutilised?

NO Is pricing recovering from a depressed level?

YES Do current results look bad while the direction looks better?

NO Are deferred revenue or customer prepayments growing?

YES Is consolidation happening among their peers?

NO Is a founder still running the company?

NO Does the final speaker sound like they are summarizing a finished story?

YES Is a fast-growing segment obscured by a declining one?

NO Does the CFO speak more than the CEO?

NO Does the call read rehearsed rather than lived?

C+ Q3 2024 · Mixed call · 2024-10-30Management lowered guidance against mixed demand signals and contracting margins. The delivery was unusually candid, rich in specifics.

Guidance: loweredDemand: mixedMargins: contractingPricing: stableCapex: flat⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growthDirection beats results

Candor 8/9

Specificity 9/9

Evasion 2/9

Confidence 7/9

Uncertainty 5/9

Promotion 4/9

Stress 2/9

Complexity 6/9

View the 20 core call-quality checks

YES Would a skeptical short-seller find this call reassuring?

YES Would a careful investor underwrite management's guidance?

YES Is management's confidence proportionate to the evidence presented?

YES Does the call resolve more doubts than it creates?

YES Is there something a critic could fairly use against the company?

NO Is a claimed advantage dependent on scale they lack?

NO Does an obvious question remain unanswered?

YES Is a product early in its life but growing very fast?

NO Do they serve a small fraction of their addressable customers?

NO Is volume about to step up rather than grow gradually?

NO Are high fixed costs currently underutilised?

NO Is pricing recovering from a depressed level?

YES Do current results look bad while the direction looks better?

NO Are deferred revenue or customer prepayments growing?

NO Is consolidation happening among their peers?

NO Is a founder still running the company?

NO Does the final speaker sound like they are summarizing a finished story?

NO Is a fast-growing segment obscured by a declining one?

NO Does the CFO speak more than the CEO?

NO Does the call read rehearsed rather than lived?

C+ Q2 2024 · Mixed call · 2024-07-31Management held guidance steady against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics.

Guidance: maintainedDemand: acceleratingMargins: expandingPricing: raisingCapex: decreasing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growth

Candor 7/9

Specificity 8/9

Evasion 3/9

Confidence 7/9

Uncertainty 5/9

Promotion 4/9

Stress 2/9

Complexity 6/9

View the 20 core call-quality checks

YES Would a skeptical short-seller find this call reassuring?

YES Would a careful investor underwrite management's guidance?

YES Is management's confidence proportionate to the evidence presented?

YES Does the call resolve more doubts than it creates?

YES Is there something a critic could fairly use against the company?

NO Is a claimed advantage dependent on scale they lack?

NO Does an obvious question remain unanswered?

YES Is a product early in its life but growing very fast?

NO Do they serve a small fraction of their addressable customers?

NO Is volume about to step up rather than grow gradually?

NO Are high fixed costs currently underutilised?

NO Is pricing recovering from a depressed level?

NO Do current results look bad while the direction looks better?

NO Are deferred revenue or customer prepayments growing?

NO Is consolidation happening among their peers?

NO Is a founder still running the company?

NO Does the final speaker sound like they are summarizing a finished story?

NO Is a fast-growing segment obscured by a declining one?

NO Does the CFO speak more than the CEO?

NO Does the call read rehearsed rather than lived?

B Q1 2024 · Solid call · 2024-05-01Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics.

Guidance: raisedDemand: acceleratingMargins: expandingPricing: stableHeadcount: growingCapex: flat⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Resolves doubts✓ Volume step-up ahead✓ Early product, fast growth

Candor 7/9

Specificity 8/9

Evasion 4/9

Confidence 7/9

Uncertainty 6/9

Promotion 5/9

Stress 2/9

Complexity 6/9

View the 20 core call-quality checks

YES Would a skeptical short-seller find this call reassuring?

NO Would a careful investor underwrite management's guidance?

YES Is management's confidence proportionate to the evidence presented?

YES Does the call resolve more doubts than it creates?

YES Is there something a critic could fairly use against the company?

NO Is a claimed advantage dependent on scale they lack?

YES Does an obvious question remain unanswered?

YES Is a product early in its life but growing very fast?

NO Do they serve a small fraction of their addressable customers?

YES Is volume about to step up rather than grow gradually?

YES Are high fixed costs currently underutilised?

NO Is pricing recovering from a depressed level?

YES Do current results look bad while the direction looks better?

NO Are deferred revenue or customer prepayments growing?

NO Is consolidation happening among their peers?

NO Is a founder still running the company?

NO Does the final speaker sound like they are summarizing a finished story?

NO Is a fast-growing segment obscured by a declining one?

NO Does the CFO speak more than the CEO?

NO Does the call read rehearsed rather than lived?

B+ Q4 2023 · Strong call · 2024-02-07Management held guidance steady against mixed demand signals. The delivery was unusually candid, rich in specifics.

Guidance: maintainedDemand: mixedMargins: stablePricing: stableCapex: decreasing✓ Clean call✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Volume step-up ahead✓ Early product, fast growth

Candor 7/9

Specificity 8/9

Evasion 2/9

Confidence 7/9

Uncertainty 5/9

Promotion 6/9

Stress 2/9

Complexity 6/9

View the 20 core call-quality checks

YES Would a skeptical short-seller find this call reassuring?

YES Would a careful investor underwrite management's guidance?

YES Is management's confidence proportionate to the evidence presented?

YES Does the call resolve more doubts than it creates?

NO Is there something a critic could fairly use against the company?

NO Is a claimed advantage dependent on scale they lack?

NO Does an obvious question remain unanswered?

YES Is a product early in its life but growing very fast?

NO Do they serve a small fraction of their addressable customers?

YES Is volume about to step up rather than grow gradually?

YES Are high fixed costs currently underutilised?

NO Is pricing recovering from a depressed level?

NO Do current results look bad while the direction looks better?

NO Are deferred revenue or customer prepayments growing?

YES Is consolidation happening among their peers?

NO Is a founder still running the company?

NO Does the final speaker sound like they are summarizing a finished story?

NO Is a fast-growing segment obscured by a declining one?

NO Does the CFO speak more than the CEO?

NO Does the call read rehearsed rather than lived?

View 32 earlier calls

Call	Date	Grade	Guidance	Demand	Margins	Candor	Evasion
Q3 2023	2023-11-01	C	lowered	stable	stable	7/9	2/9
Q2 2023	2023-08-02	B	maintained	mixed	expanding	7/9	2/9
Q1 2023	2023-05-03	C+	maintained	stable	expanding	7/9	2/9
Q4 2022	2023-02-08	C	maintained	mixed	contracting	7/9	5/9
Q3 2022	2022-10-26	C	lowered	slowing	contracting	8/9	2/9
Q2 2022	2022-07-27	D	lowered	slowing	contracting	8/9	2/9
Q1 2022	2022-04-27	A	raised	stable	expanding	7/9	2/9
Q4 2021	2022-02-02	B	maintained	stable	contracting	7/9	2/9
Q3 2021	2021-10-27	A	maintained	accelerating	expanding	8/9	1/9
Q2 2021	2021-07-28	A	maintained	stable	stable	8/9	2/9
Q1 2021	2021-04-28	C+	maintained	mixed	contracting	7/9	3/9
Q4 2020	2021-02-03	A	maintained	accelerating	contracting	8/9	2/9
Q3 2020	2020-10-28	B+	raised	accelerating	expanding	7/9	2/9
Q2 2020	2020-08-02	A	raised	accelerating	stable	7/9	2/9
Q1 2020	2020-05-09	C	withdrawn	mixed	stable	8/9	2/9
Q4 2019	2020-02-05	C	lowered	mixed	expanding	6/9	3/9
Q3 2019	2019-10-31	A	raised	accelerating	stable	8/9	2/9
Q2 2019	2019-07-31	B+	maintained	accelerating	stable	8/9	1/9
Q1 2019	2019-05-01	C+	maintained	stable	stable	7/9	3/9
Q4 2018	2019-02-06	C	lowered	mixed	stable	7/9	2/9
Q3 2018	2018-10-31	B	maintained	mixed	contracting	7/9	2/9
Q2 2018	2018-08-01	B	maintained	mixed	stable	8/9	2/9
Q1 2018	2018-05-02	B+	raised	mixed	expanding	8/9	2/9
Q4 2017	2018-02-07	C	lowered	mixed	contracting	8/9	2/9
Q3 2017	2017-10-31	B+	lowered	accelerating	contracting	7/9	2/9
Q2 2017	2017-08-02	A	maintained	accelerating	expanding	8/9	2/9
Q1 2017	2017-05-03	B+	raised	accelerating	expanding	7/9	2/9
Q4 2016	2017-02-08	B	maintained	accelerating	stable	7/9	2/9
Q3 2016	2016-10-27	B	none	mixed	expanding	7/9	2/9
Q2 2016	2016-08-02	A	raised	accelerating	expanding	8/9	1/9
Q1 2016	2016-04-27	B+	raised	mixed	contracting	8/9	2/9
Q4 2015	2016-02-04	C	lowered	mixed	stable	7/9	2/9

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