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GFS · Earnings-call lab · 18 calls graded · 2021–2026

GLOBALFOUNDRIES 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

18calls analyzed

2021–2026coverage

NEWESTQ2 2026 call

2026-08-12 · 500 / 500 checks · members only

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AI call read

Grade locked

Grade and plain-English verdict

Expected 45-day move

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Move size estimate, not direction

AI checks completed

500/ 500

Every check answered YES or NO

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OPENQ1 2026 call

2026-05-05 · 6 analysts · 12 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.

Management toneResultTypical range · middle half of all callsFlag

Candor7 /9

—

Evasion2 /9

—

Specificity8 /9

—

Confidence8 /9

—

Uncertainty3 /9

—

Promotion6 /9

—

Stress2 /9

—

Complexity6 /9

—

Since the quarter before · Q4 2025 → Q1 2026

Guidance ~~maintained~~raisedDemand acceleratingMargins expandingPricing ~~stable~~raisingBacklog growingCapex increasing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Prepayments growing✓ 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 Deferred Revenue Growing Volume Step-Up Early Product, Fast Growth Raising Prices

Lab panel · Q1 2026 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.

6 flags on this call

LanguageResultTypical range · middle half of all callsFlag

AI mentionsTimes management said AI, generative, LLM or agentic.8 mentions

typical 0–0

"Great question"Management praising a question before answering it.0 times

typical 0–1

—

Thank-yousEvery thanks on the call, in both directions.19 times

typical 13–31

—

BuzzwordsSynergies, headwinds, flywheels, best-in-class and friends.3.5 /1k words

typical 0.6–1.8

HedgesSort of, kind of, roughly, I think, probably.14.0 /1k words

typical 5.5–10.5

SuperlativesRecord, unprecedented, tremendous, incredible.0.4 /1k words

typical 0.3–1.2

—

Outside forcesMacro, weather, currency, tariffs, supply chain.5 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.23.5 /1k words

typical 21.2–35.3

—

"Excited"Excited, exciting, thrilled.2 times

typical 0–3

—

Script shareShare of the call spent on prepared remarks rather than questions.48% % of call

typical 35%–55%

—

CEO shareHow much of the talking the CEO did.44% % of mgmt words

typical 29%–68%

—

Longest answerThe longest single management answer in the Q&A.827 words

typical 249–461

Reading levelFlesch–Kincaid grade level of management answers.9.2 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.29 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.12 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.6 of 22

typical 5–10

—

ConfessionAdmissions, apologies and self-corrections.2 of 11

typical 1–5

—

Call theaterStage management: operator mechanics, scripted cues, "color".26 of 33

typical 12–19

Capital returns talkAttention paid to buybacks, dividends, M&A and the balance sheet.5 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

Q1 2026 · 500 checks

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

Choose a past call

500checked

310detected

190not 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

YES Does the CEO answer a question personally after another executive initially responds? Air Traffic · seen in 58% of calls

How to 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% 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

YES Does any speaker use the word "obviously" at least twice? Air Traffic · seen in 55.8% 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 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

YES Is the word "scale" or "scaling" used as a verb? Air Traffic · seen in 22.7% 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 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

NO Does any analyst say "thank you" before asking their question? Air Traffic · seen in 71.4% 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 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

YES Does the word "outperform," "outperformance," or "beat" appear? Air Traffic · seen in 31.7% 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 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

YES Does any executive use the word "momentum" at least twice? Air Traffic · seen in 29.5% 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 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

NO Does anyone use the phrase "on a comparable basis" or "adjusted for"? Air Traffic · seen in 17.6% 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 17.6% of calls 92.6% repeat consistency

NO Does any speaker say "moving to" or "turning to" when changing topics? Air Traffic · seen in 74.8% 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 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

NO Does any speaker apologize without attaching a fix to the apology? Anthropologist · seen in 21.2% 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 21.2% of calls 85.3% repeat consistency

YES Does the call end without any closing statement from the CEO? Anthropologist · seen in 24.4% 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 24.4% of calls 93% repeat consistency

YES Is there a request to move the call along or to the last question? Bankruptcy · seen in 20% of calls

How to 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% 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

YES Does anyone describe a negotiation currently in progress? Bankruptcy · 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 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

YES Does any executive's first sentence include the word "revenue"? Clinical Trial · seen in 11.4% 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 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

YES Does the operator use the phrase "our final question" before closing? Compliance · seen in 12.9% 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 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

NO Does the word "aggressive" or "aggressively" appear at least once? Compliance · seen in 35.4% 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 35.4% of calls 99.7% repeat consistency

YES Does an analyst ask a question referencing "the puts and takes"? Compliance · seen in 10.7% 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 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

YES Does an analyst ask about capital allocation or buybacks? Courtroom · seen in 46.3% 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 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

YES Does management use the word "confident" or "confidence" 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 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

YES Does management mention a specific number of stores, locations, or markets? Courtroom · seen in 48% of calls

How to 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% 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

YES 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 YES

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

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

YES Does any analyst ask a question beginning with "just" (e.g., "just curious")? Debate · seen in 77.8% 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 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

YES Does any question begin with the words "can you" or "could you"? Debate · 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 86.2% 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

YES 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 YES

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

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

YES 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 YES

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

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

YES Does the word "guidance" appear at least five times in the transcript? Debate · seen in 47.3% 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 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

YES Does any executive's answer exceed 300 words in the transcript? Debate · seen in 68% of calls

How to 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% of calls 85.5% repeat consistency

YES Does the CEO answer the first analyst question personally? Debate · seen in 65.9% 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 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

YES Does an executive begin an answer with "So" as the first word? Debate · seen in 68.4% 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 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

YES Does management use the word "momentum" at least twice? Debate · seen in 31.7% 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 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

NO 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 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 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

YES Does anyone say "we remain confident" or "we are confident"? Debate · seen in 42.2% 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 42.2% of calls 93% repeat consistency

NO Does any executive say "thank you" immediately after finishing an answer? Debate · 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 85.2% repeat consistency

YES Does an executive cite a specific dollar figure greater than one billion? Discovery · seen in 71% of calls

How to 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% 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

YES Does any speaker say "obviously" two or more times? Discovery · seen in 61.8% 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 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

YES 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 YES

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

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

NO Does the phrase "take your question" or "take the question" appear? Discovery · seen in 23.7% 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 23.7% of calls 81.5% repeat consistency

NO Does any analyst introduce themselves by name before asking their first question? Discovery · seen in 27.2% 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 27.2% of calls 95.5% repeat consistency

YES Does anyone say "including" at least three times? Discovery · 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 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

YES Does any executive reference "our team" or "the team" at least twice? Discovery · seen in 59.5% 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 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

YES Does any prepared remark mention "headwinds" or "tailwinds"? Discovery · 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 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

YES Does the CFO use the phrase "capital allocation"? Discovery · seen in 15.3% 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 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

YES Does anyone answer "yes" or "no" as the first word of a response? Editor · 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 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

NO Does any analyst begin their question with "Hi" or "Hello" as a greeting? Editor · seen in 60.1% 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 60.1% of calls 95.6% repeat consistency

YES Does anyone say "we are excited about" without naming a number? Editor · seen in 38.7% 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 38.7% of calls 92.3% repeat consistency

YES Does an analyst reference a peer company's results or valuation? Editor · seen in 21.4% 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 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

YES Does the word "investments" appear in the context of margins or costs? Editor · seen in 40.8% 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 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

YES Does the word "efficiency" or "productivity" appear at least twice? Editor · 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 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

YES Does the phrase "going forward" appear at least twice? Editor · seen in 30.1% 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 30.1% of calls 88.2% repeat consistency

YES Does management use the word "levers" when discussing actions? Editor · 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 95% repeat consistency

YES Does management thank analysts by name at any point after a question? Editor · seen in 58.8% 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 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

NO Does management use the word "committed" regarding a target? Editor · seen in 33.2% 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 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

YES Does the word "temporary" or "transitory" appear? Editor · seen in 18.6% 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 18.6% of calls 97.3% repeat consistency

NO Is an analyst's question answered with "great question" or similar? Editor · seen in 28.9% 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 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

NO 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 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 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

NO Does the CEO personally deliver the closing remarks of the call? Fact Checker · seen in 68.9% 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 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

YES Does the word "guidance" appear in both prepared remarks and the Q&A section? Forensic · seen in 50% of calls

How to 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% 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

YES Does an analyst reference a competitor by name during their question? Forensic · seen in 24.2% 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 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

NO Does the word "seasonality" or "seasonal" appear? Forensic · seen in 44.7% 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 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

NO Does any speaker use the word "challenge" or "challenges" at least three times? Forensic · seen in 18.3% 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 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

NO Does any speaker say "great question" or similar praise of a question? Forensic · seen in 37.4% 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 37.4% of calls 96.3% repeat consistency

YES The final question is answered noticeably shorter than the opening ones. Forensic · 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 81% repeat consistency

NO Does anyone say "we remain" followed by a verb (e.g., "we remain committed")? Forensic · seen in 36% 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% 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

YES Does the operator say "our final question" or similar? Hostage · seen in 18.1% 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 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

NO Does the word "clearly" appear at least twice? Hostage · seen in 24.8% 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 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

YES 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 YES

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

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

NO Does any analyst mention the word "margin" in their first question? Insurance · seen in 39.4% 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 39.4% of calls 93.8% repeat consistency

NO Executive uses the word "excited" more than twice. Insurance · 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 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

YES Does the word "guidance" appear at least three times? Insurance · seen in 58.2% 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 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

NO Does any analyst begin their turn with "thanks" or "thank you"? Insurance · seen in 71.8% 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 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

YES Does the word "synergies" appear? Insurance · 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% 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

YES Does the word "capital" appear at least five times? Insurance · seen in 53.8% 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 53.8% of calls 93.3% repeat consistency

YES Does any executive say "we feel" rather than "we believe" or "we think"? Insurance · seen in 58.2% 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 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

YES Does an executive use the phrase "over time" at least twice? Insurance · seen in 24.7% 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 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

YES 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 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 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

NO Does anyone use the word "leverage" (financial or metaphorical)? Insurance · seen in 72.8% 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 72.8% of calls 95.7% repeat consistency

NO Does an analyst thank management before asking their question? Insurance · seen in 60.9% 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 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

YES Does the phrase "year over year" appear at least three times? Insurance · 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 90.6% repeat consistency

NO Does management use the word "leverage" or "leveraging" at least twice? Insurance · seen in 51.1% 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 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

YES Is the phrase "a number of" used at least once? Insurance · 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 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

YES Does the word "momentum" appear at least twice in prepared remarks? Insurance · seen in 21.7% 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 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

YES Does the phrase "the team" appear at least twice in management remarks? Insurance · seen in 41.2% 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 41.2% of calls 80.5% repeat consistency

NO Does any speaker say "so clearly" or "quite frankly"? Insurance · 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 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

NO Speaker admits being surprised by anything. Insurance · seen in 28.1% 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 28.1% of calls 86% repeat consistency

YES Does any speaker use the phrase "going forward"? Insurance · seen in 61.4% 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 61.4% of calls 88% repeat consistency

YES Does management use the phrase "going forward" at least twice? Insurance · seen in 24.9% 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 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

YES Word "normal" used about demand. Insurance · 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 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

YES Does the CFO's prepared section mention interest expense by name or figure? Insurance · seen in 31.7% 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 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

YES Does the word "pipeline" appear without a dollar figure attached? Insurance · seen in 55.3% 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 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

YES Does the phrase "our team" appear at least twice? Insurance · seen in 32.9% 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 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

YES Does management thank analysts by name when responding? Insurance · 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 83.5% repeat consistency

YES Is the word "flexibility" or "flexible" used at least once? Insurance · seen in 44.4% 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 44.4% of calls 99.7% repeat consistency

NO Does anyone say "takeaway," "take out," or "take rate"? Insurance · 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 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

NO Does any analyst reference the CEO or CFO by first name? Interrogator · seen in 79.6% 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 79.6% of calls 93.8% repeat consistency

YES Does anyone say "obviously" at least three times? Interrogator · seen in 43.3% 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 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

NO Does anyone say "moving on" or "let me turn it over" during prepared remarks? Interrogator · seen in 36% 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% of calls 88.3% repeat consistency

YES Does an analyst ask a question starting with "just"? Linguist · 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 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

YES Does any executive use the phrase "year over year" at least three times? Linguist · 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 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

NO Does an analyst ask two questions when told to ask only one? Negotiation · seen in 15.2% 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 15.2% of calls 88.3% repeat consistency

NO Does anyone use the phrase "underlying" to modify a business metric? Negotiation · seen in 38.3% 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 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

NO Does the word "challenges" appear more than once? Negotiation · 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 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

NO Does the word "challenges" appear at least three times in the transcript? Negotiation · 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 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

NO 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 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 96.7% repeat consistency

NO Does a speaker correct a figure they themselves just stated? Negotiation · seen in 23.8% 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 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

YES Does anyone use the phrase "the team" when taking ownership would be natural? Poker · seen in 42.5% 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 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

YES Does anyone cite a percentage of revenue from a specific segment? Private Credit · seen in 40.3% 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 40.3% of calls 92.6% repeat consistency

NO Does the word "challenge" or "challenging" appear at least once? Private Credit · seen in 68.6% 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 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

YES Does an executive say "we remain confident" or similar? Private Credit · 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 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

YES Does any analyst's question include the word "capex" or "cash flow"? Procurement · seen in 38.5% 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 38.5% of calls 94.5% repeat consistency

YES Does the word "headline" or "headwinds" appear at least once? Procurement · seen in 43.1% 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 43.1% of calls 95.9% repeat consistency

YES Does the word "core" appear at least twice? Procurement · seen in 44% of calls

How to 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% of calls 97.6% repeat consistency

NO Does an analyst's turn contain the word "congratulations"? Procurement · 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 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

YES Does any analyst's question contain the word "guidance"? Project · seen in 54.3% 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 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

YES Does the CEO personally answer the first question? Project · seen in 69.3% 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 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

NO Does the CEO make closing remarks after the Q&A ends? Project · seen in 64.8% 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 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

YES 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 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 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

YES Does the word "guidance" appear in the Q&A section? Screenwriter · seen in 66.6% 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 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

YES Does management use the word "guidance" 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 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

YES Does any analyst ask about capital allocation or share repurchases? Screenwriter · seen in 42.2% 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 42.2% of calls 93.1% repeat consistency

NO Does the word "challenge" or "challenging" appear at least twice? Screenwriter · seen in 47.8% 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 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

NO Does the word "challenging" appear? Screenwriter · seen in 41.6% 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 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

YES Does the phrase "capital" appear at least five times? Screenwriter · seen in 50.3% 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 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

NO Does any single analyst ask more than two questions during the whole call? Screenwriter · seen in 86.6% 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 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

YES Is the word "confidence" or "confident" spoken by any executive? Screenwriter · 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 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

YES Does the phrase "going forward" appear? Screenwriter · seen in 62.9% 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 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

YES Does management use the phrase "going forward"? Screenwriter · seen in 56.2% 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 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

NO Does any speaker use the phrase "if you will" or "so to speak"? Screenwriter · seen in 23.2% 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 23.2% of calls 97.7% repeat consistency

YES Does any speaker say "appreciate" at least once? Screenwriter · seen in 63.9% 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 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

YES Does any executive use the phrase "our team"? Screenwriter · seen in 50.8% 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 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

NO Is there a moment of modesty—someone crediting luck or timing? 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 92.3% repeat consistency

YES Does anyone use the phrase "on a year-over-year basis"? Screenwriter · seen in 18.9% 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 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

YES Does any question begin with "Can you" or "Could you"? Semiotician · 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 85.2% repeat consistency

NO Does the word "quick" or "quickly" appear in three or more analyst questions? Semiotician · 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 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

YES Is there a question about capital allocation (buybacks, M&A, debt, or dividends)? Semiotician · seen in 67.7% 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 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

YES Does the word "obviously" appear at least twice? Semiotician · seen in 57.9% 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 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

YES Does anyone use the word "actually" at least three times? Semiotician · seen in 46.2% 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 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

NO Does the word "challenging" or "challenges" appear at least three times? Semiotician · seen in 32.2% 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 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

NO Is the word "excited" used by the CEO more than the word "confident"? Semiotician · 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 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

YES Does the word "guidance" appear more than five times in the transcript? Semiotician · seen in 31.8% 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 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

YES Does anyone say "from a ... perspective" (e.g., "from a margin perspective")? Semiotician · seen in 56.9% 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 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

NO Does the word "leverage" appear at least twice? Semiotician · seen in 52.1% 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 52.1% of calls 94.5% repeat consistency

NO Is the word "leverage" used at least three times? Semiotician · 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 90% repeat consistency

YES Does management use the word "headwinds" at least once? Semiotician · seen in 33.6% 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 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

YES Does anyone attribute results to "the team" rather than to strategy? Semiotician · 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 90.7% repeat consistency

YES Does any speaker say "going forward"? Semiotician · seen in 61.4% 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 61.4% of calls 85.6% repeat consistency

NO Does any analyst begin their question with "congratulations"? 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 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

YES 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 YES

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

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

YES Does management use the word "solid" at least once? Semiotician · seen in 57.7% 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 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

NO Is the phrase "base case" or "scenario" used at least once? Semiotician · 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 96.9% repeat consistency

NO Does anyone say "we take that seriously" or "we're very focused on"? Semiotician · 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 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

NO Does the operator say "thank you" more than three times? Semiotician · seen in 30% 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% 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

YES Does management say "the team" at least twice? Semiotician · seen in 31.9% 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 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

NO Does the phrase "ahead of" precede any mention of guidance or expectations? Semiotician · 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 96.6% repeat consistency

YES Does management use the phrase "on a year-over-year basis"? Semiotician · seen in 16.9% 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 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

NO Does management use the phrase "on a consistent basis" or "consistently"? Semiotician · 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 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

YES Does any speaker describe a business unit as "healthy"? Semiotician · seen in 13.3% 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 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

YES Does the word "resilient" or "resilience" appear? Semiotician · seen in 24.7% 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 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

YES Does anyone say "if you look at" before citing a number? Simultaneous · 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 81.6% repeat consistency

YES Does the phrase "last question" or "final question" appear? Simultaneous · 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 91.6% repeat consistency

NO Does the word "clearly" appear anywhere in the transcript? Simultaneous · seen in 50.9% 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 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

YES Does the phrase "going forward" appear at least once? Simultaneous · 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 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

YES Does the word "confident" appear in any executive's remarks? Simultaneous · 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 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

YES Does the word "transformation" or "transformational" appear? Simultaneous · seen in 24.2% 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 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 GFS calls. Open a question to read the model's original reasoning.

208 saved explanations · 207 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 · 2022-11-08

We need answer only YES or NO. Need evaluate both gates. Need use transcript. We need determine if there is positive current development probed with additive detail beyond prepared remarks, and engine company-controlled. Let's parse. Company: GF Q3 2022. Prepared remarks: revenue up 22%, gross margin 29.9%, EPS beat. LTAs increased to 38, $27B, prepays $3.8B. Technology qualifications: 12nm LP, automotive 40nm eNVM, silicon photonics, GaN RF. They mention proactive cost actions. Q4 guidance. Q&A topics: - Pricing 2023, LTAs, gross margin, utilization, cost savings, CapEx, CHIPS Act, auto growth, 200mm vs 300mm, OpEx. Positive current development? Maybe auto business growth, LTA framework, 300mm utilization, single-source design wins. But need see if Q&A adds concrete operating detail beyond prepared remarks. Gate 1: Is there a positive current development where Q&A produces more concrete operating detail than prepared remarks? Need identify. Potential: LTA amendment example. In prepared remarks Tom mentioned "recent LTA amendment resulted in modest underutilization cash payment and ASP increase on existing demand and additional year added." In Q&A Dave elaborates: customer reached out about revising downward demand in Q4 and 2023, outcome included capacity underutilization fee, increased pricing, extension to 2026. This is additive detail about a specific LTA negotiation. Is that a positive current development? It is about managing demand, not necessarily a business development going well. It is a constructive outcome but relates to weakness. Gate 1 requires positive current development, real and current, and Q&A adds substance. This could be one. Another: Auto business expected to exit 2023 at $1B annualized. In Q&A Dave says auto growth linear, capacity constrained, rebalancing demand enables prioritize auto, smart mobile declined to 46% vs 50%, expect linear growth. This is additive? Prepared remarks already said anticipate continued growth and exit $1B. Q&A adds "linear, capacity constrained, rebalancing" but not much concrete specifics. Maybe. Another: 300mm utilization holds up due to LTAs. Q&A says 300mm fully utilized, 200mm impacted. Prepared remarks didn't quantify. But is that a positive development? It's current operational detail. Analysts ask about utilization.

NOQ3 2021 · 2021-11-30

The user wants me to evaluate two gates based on the earnings call transcript. **Gate 1: Original Signal** - Is there a positive, current development that management presents as going well? - Does the Q&A produce more concrete operating detail than the prepared remarks? - Are management's answers additive across multiple exchanges? **Gate 2: Improvement Filter** - Is the main positive development something the company itself created and controls? - Or does it chiefly derive from a favorable external environment? Let me analyze the transcript. **Gate 1 Analysis:** The positive developments mentioned in the prepared remarks: - Strong Q3 results, revenue growth - Capacity expansion (Singapore, Dresden) - Technology progress (22FDX, silicon photonics) - Long-term agreements (LTAs) In the Q&A, analysts probe several areas: 1. LTAs and customer prepayments - Dave Reeder provides updates: "north of $3 billion of commitments from customers with respect to prepayments and access fees" and "north of $20 billion" in LTA revenues. This is more specific than the prepared remarks. 2. Customer behavior/demand - Tom discusses the supply-demand gap 3. Gross margin trajectory - Dave discusses fixed cost absorption, Dresden tooling 4. End market mix - automotive growth, Dresden capacity details 5. Dresden fab utilization - Dave provides specific numbers: "850,000 wafers a year" capacity, up from "300,000 tooled wafers per year in 2020" Let me check if the Q&A adds concrete detail beyond the prepared remarks: - On LTAs: The prepared remarks don't mention specific LTA numbers. In Q&A, Dave says "north of $3 billion" in prepayments and "north of $20 billion" in LTA revenues. This is new, specific information. - On Dresden: The prepared remarks mention "Fab 1 facility in Dresden... increasing output by approximately 16% from 3Q to 4Q." In Q&A, Dave provides more detail: "850,000 wafers a year" capacity, up from "300,000 tooled wafers per year in 2020." This is additive. - On utilization: Dave says "above 100% utilization as an enterprise" - this is new information not in the prepared remarks. The Q&A does seem to add concrete operating details across multiple exchanges. The LTAs, Dresden capacity, utilization rates, and customer prepayments are all discussed with more specificity in the Q&A.

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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 Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

我们根据提供的财报电话会议记录，判断管理层是否描述了公司自身资本和运营资源正在被重新定向到某个新的、可识别的方向，并且这种重新定向是正在执行的，同时有资源从旧方向减少，且管理层认为这一定义了公司的未来。在记录中，Tom Caulfield 和 Dave Reeder 多次提到公司的战略转变。例如，Tom 说：“In 2018, we drove a fundamental change in our strategy to become a more relevant, and more importantly, a more vital contributor to this industry by becoming a profitable and sustainable business.” 他们提到重新聚焦投资于差异化技术，如22FDX、硅光子学等。他们提到扩大产能，特别是在Dresden和新加坡，但这是为了满足客户需求。他们提到长期协议（LTA）和客户预付款。关键点：他们是否明确表示资源从旧业务（如计算/PC）转移到新业务（如汽车、物联网、通信）？是的，他们提到计算市场收入下降，因为客户转向更小节点，他们预期该市场继续下降，但其他市场增长。他们提到“we expect the decline in revenue in this end market to be more than compensated with growth in other end markets.” 这暗示资源从计算转向其他市场。但这是否是“公司自身资本和运营资源”的重新定向？他们提到产能扩张，但这是为了满足所有客户需求，并非专门从旧业务转移。他们提到“our global installed capacity will increase approximately 4% from 3Q to 4Q”，但这是整体增长，并非从旧业务转移。他们提到“we are really at the beginning of this journey”和“we expect this will become more apparent in 2022 and beyond as our revenue will continue to grow with the capacity investments we are making.” 这暗示他们正在投资新产能，但并未明确说从旧业务撤资。他们提到“we streamlined our manufacturing footprint and cost structure”在2018年，但那是过去。在本次电话会议中，他们是否描述了当前正在执行的重新定向？他们提到“our strategic initiatives are now well in place, and we anticipate driving profitable growth.” 但具体到资源流动，他们提到“we are capacity limited”和“we are working diligently every day to get new tooling in and get factories ramped and online so that we can produce more wafers for our customers.” 这更多是整体扩张。他们提到“we are tooling Dresden”和“we are building out in Dresden”以支持22FDX，但这是为了满足需求，并非从其他业务转移。他们提到“we expect the decline in revenue in this end market (compute) to be more than compensated with growth in other end markets.” 这暗示计算业务在下降，但这是客户行为，并非公司主动转移资源。他们是否明确说“我们正在将资源从X转移到Y”？没有直接说。他们提到“we refocused our investments in R&D and CapEx to differentiated feature-rich solutions”在2018年，但那是过去。在本次电话会议中，他们提到“we continue to make strong progress in enhancing our differentiated technologies”如22FDX+、硅光子学等，但这是持续投资，并非从旧业务转移。他们提到“we are seeing strong growth from our customers in the end markets we serve, and we are prudently and in partnership expanding our capacity to serve their needs”这更多是增长。关于“something is visibly getting less”，他们提到计算市场收入下降，但这是客户转向，并非公司主动减少投资。他们提到“we continue to forecast a decline in this end market for the first half of 2022 and then see stabilization”但并未说他们正在减少对计算的投资，而是说客户在离开。他们提到“we expect the decline in revenue in thi

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NO Winning is getting easier: management describes the effort needed to land each new piece of business visibly falling, wi Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need to determine if management conveys that winning business has become easier than in the past, with real recent proof, and still in effect. Let's analyze the transcript. Key points: Tom Caulfield and Dave Reeder discuss strong demand, capacity expansion, LTAs, customer prepayments, etc. They talk about long-term agreements, customer commitments, and growth. But do they explicitly compare to the past difficulty of winning business? They mention that they have significant business visibility, LTAs, and that customers are entering into agreements to ensure supply. However, the emphasis is on demand and capacity constraints, not on a reduction in sales effort or easier wins. They talk about "customer long-term agreements" and "prepayments" but that's about securing capacity, not about winning business being easier. They don't contrast with past difficulty. They mention that they are capacity limited and customers are clamoring for product. That suggests demand is high, but not that it's easier to win business than before. They don't say "it used to be hard to get customers, now they come to us." They talk about their strategy pivot and now seeing results, but that's about execution, not about ease of winning. Check for any explicit comparison: "we are really at the beginning of this journey" - that's about growth, not ease. "We have significant business visibility and certainty with customer long-term agreements." That's about visibility, not ease. "We are capacity limited" - that's about supply, not ease of winning. No mention of sales cycles shortening, win rates improving, or customers arriving already convinced. The closest is that they have single-source design wins, but that's not about ease of winning new business; it's about existing wins. Also, the question asks if management conveys that it has recently become easier to win business than it used to be. There is no such statement. They talk about strong demand and growth, but not about a reduction in effort. They mention that they are "capacity limited" and "customers are clamoring" but that's about demand exceeding supply, not about the sales process being easier. They don't contrast with past difficulty. Thus, answer NO. We need to be careful: The question says "using ONLY the supplied transcript" and "Answer YES when management's own words convey...". Here, management does not convey that.

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NO Cash cost of the wait: management is funding a defined waiting period whose end is already scheduled Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need answer YES or NO. Need analyze transcript. Question asks: Does management describe company as currently living through a defined waiting period it is paying for out of its own pocket — present costs for something not yet earning, with specific near-dated event already visible and working toward. Need use only transcript. Let's parse. GlobalFoundries Q3 2021. They are expanding capacity. Tom: "we are really at the beginning of this journey. We expect this will become more apparent in 2022 and beyond as our revenue will continue to grow with the capacity investments we are making. And as a result of this increasing scale, we expect even faster growth in our margins and earnings." They have capacity expansion. Dresden increasing output 16% from 3Q to 4Q, Singapore Phase 1 construction on track, equipment slated second half 2022, first production first half 2023. They mention "we are capacity limited" and "we are working diligently every day to get new tooling in and get factories ramped and online so that we can produce more wafers." Gross margin improvement due to fixed cost absorption as tool out. They are investing CapEx. But is there a "defined waiting period" paying now for something not yet earning? They are paying for capacity expansion before it produces. They have customer prepayments. They are spending CapEx. But are they currently bearing real ongoing cash/earnings cost for something whose benefit hasn't arrived? They are investing in capacity, but they are also earning revenue from existing capacity. The question asks "currently living through a defined waiting period it is paying for out of its own pocket" — e.g., people hired, facility being carried before operates. Management does describe construction on Singapore Phase 1, equipment slated to go in second half 2022, first production first half 2023. That is a future expansion. They are paying for it now? They have CapEx. But is it "out of its own pocket" vs customer prepayments? They have customer prepayments and access fees. They raised IPO proceeds for capacity expansion. They are funding it. But is the cost "currently landing in results"? CapEx is not in income statement except depreciation later. They mention R&D costs, start-up costs. "R&D expense... lower due to lower fab technology start-up costs and increased customer-funded NRE." So they have fab technology start-up costs.

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NO Small company, big counterparties: management describes doing business with institutions far bigger than itself and bein Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need answer YES/NO. Need analyze 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 participant. Need only transcript. We need parse. Company GlobalFoundries is itself large foundry, revenue $1.7B quarter, public company. It deals with customers like Bosch, Ford? Let's examine. Question asks: "does management describe that the company — while still evidently small or modest in scale relative to the parties it deals with — is now doing real, current business with COUNTERPARTIES THAT ARE VASTLY LARGER, MORE ESTABLISHED, OR MORE AUTHORITATIVE THAN ITSELF, and that those counterparties are engaging with the company as a serious, relied-upon participant rather than as a small experimental vendor?" Need answer YES if management's own words convey one coherent situation with both halves present as present-tense reality: (1) counterparties out of proportion to company. Management describes current dealings with parties whose size/reach/standing plainly dwarfs company's own — e.g., global/household names, major manufacturers, etc. Counterparty may be named or described unmistakably by category. What matters asymmetry of stature and management draws attention. (2) big party treating company as relied upon, not sampled. Management conveys large counterparties actually committing something real and current — buying, deploying, integrating, specifying, funding, co-developing, contracting, qualifying, putting offering into operations/products — behaving as though company matters to their plans. Need answer NO if company itself large or established leader, so dealing with big institutions unremarkable. Hmm GlobalFoundries is a major global semiconductor foundry, not small. It is itself large. It has $1.7B quarterly revenue, 500M shares, IPO, capacity. It deals with Bosch, Ford, etc. But is it "small or modest in scale relative to parties it deals with"? It is a foundry serving large customers. But the question's premise "while still evidently small or modest in scale relative to the parties it deals with" may not hold. Need assess. The transcript: Tom mentions "Bosch is a lead customer for ADAS radar SoCs and they’re leveraging our 22FDX platform for their next-generation radar systems." Bosch is large.

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NO Order-of-magnitude gap: the company is already serving a demand source whose scale dwarfs its own current business Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need answer YES or NO based on transcript. Need determine if management describes mismatch of scale between company and demand it is already serving. Need both elements: company already inside it with real business, and management draws size contrast treating as point. Let's analyze transcript. Company is GlobalFoundries, foundry. They discuss strong demand, capacity expansion, LTAs, end markets. Do they describe a situation where company is small relative to enormous flow it already serves? They mention "we are capacity limited", "we are still trying to catch up to all the demand", "we have significant business visibility", "we are in early innings of industry transition to 5G" etc. But is there explicit contrast of company size vs something it already serves? They mention "5G handsets to nearly 500 million units this year" but that's market size. They don't say "we only have small share" or "our revenue is tiny relative to customer spending". They talk about growth, capacity expansion, LTAs. They mention "we are capacity limited" and "we are still trying to catch up to all the demand" - that indicates demand exceeds supply, but not necessarily that company is small relative to enormous flow. They mention "we have significant business visibility and certainty with customer long-term agreements" and "we expect even faster growth in margins". But no explicit disproportion like "we are only serving a small fraction of what we could". They mention "we are still, though, in the early innings of the industry transition to 5G" - that's about industry, not company's share. They mention "we are capacity limited" and "we are working diligently to get new tooling in" - that's about supply constraints, not scale mismatch. Question asks: "does management describe a MISMATCH OF SCALE between the company and the demand it is already serving — that is, does management convey that the company is currently supplying, serving, or participating in something whose size, spending, volume, or population is ENORMOUS RELATIVE TO THE COMPANY'S OWN CURRENT BUSINESS, such that even a modest further share of it would make the company several times bigger than it is today?" Need answer YES only if both conditions. Management does not explicitly draw size contrast. They talk about strong demand, capacity expansion, but not "we are small relative to the market we serve".

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NO Cheap-to-serve incremental business: management says the next tranche of volume costs it almost nothing extra Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need to determine if management conveys that the cost of serving the next increment of business is unusually low because the company has already built and paid for capacity, and that additional business is already arriving. Let's analyze the transcript. Key points from the call: - Tom Caulfield: "we are really at the beginning of this journey. We expect this will become more apparent in 2022 and beyond as our revenue will continue to grow with the capacity investments we are making. And as a result of this increasing scale, we expect even faster growth in our margins and earnings." This suggests that they are investing in capacity, and as revenue grows, margins will grow faster. But is the capacity already built and paid for? They are expanding capacity. - Dave Reeder: "2021 really being a year in which depreciation moderates and we really start to take advantage of some of the fixed cost absorption as we tool out this manufacturing footprint that has been untooled since our pivot. And so as we start to tool out those facilities, the biggest one being Dresden, as we tool those facilities out, we're actually getting better cost absorption than we expected." This indicates that they have existing facilities that were under-tooled, and now they are tooling them out. So they are adding equipment to existing buildings. That means the brick-and-mortar is already there, but they are adding tools. So the incremental cost of adding capacity is lower than building new fabs. But they are still spending on equipment. However, the phrase "fixed cost absorption" suggests that as they add volume, the fixed costs are spread over more wafers, improving margins. But is that "unusually low cost of serving the next increment"? They are still investing in equipment, but the buildings are already there. They mention "tool out" which is capital expenditure. So they are not done with spending. - Tom Caulfield: "Our global installed capacity will increase approximately 4% from 3Q to 4Q, which is approximately 12% increase from the fourth quarter of last year." So capacity is increasing. - Dave Reeder: "we are capacity limited, and we are working diligently every day to get new tooling in and get factories ramped and online so that we can produce more wafers for our customers" This suggests they are still adding capacity, not that they have excess capacity already.

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NO Priced like the old business, running like a new one: management is redirecting the call away from the metric investors Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

The question asks whether management repeatedly redirects attention away from the conventional measure by which the company is judged and toward a different part of the business that is already earning today, while indicating that the record hasn't caught up. Let me analyze the transcript. The company is GlobalFoundries, a semiconductor foundry. The conventional yardstick for a foundry would be things like wafer shipments, capacity, node technology, etc. But let me look at what management emphasizes. Tom Caulfield's opening: "we drove a fundamental change in our strategy to become a more relevant, and more importantly, a more vital contributor to this industry by becoming a profitable and sustainable business. We strengthened the management team. We refocused our investments in R&D and CapEx to differentiated feature-rich solutions." He talks about "differentiated feature-rich solutions" as the focus. He says "our revenue will continue to grow with the capacity investments we are making. And as a result of this increasing scale, we expect even faster growth in our margins and earnings." The key theme throughout: management emphasizes "differentiated technologies" - 22FDX, RF SOI, silicon photonics, etc. They talk about "feature-rich" solutions. Now, is there a conventional yardstick being set aside? The conventional yardstick for a foundry might be leading-edge node technology (like 7nm, 5nm, 3nm). GlobalFoundries famously exited the leading-edge race. Tom says: "In 2018, we drove a fundamental change in our strategy... We refocused our investments in R&D and CapEx to differentiated feature-rich solutions." He says: "we are really at the beginning of this journey. We expect this will become more apparent in 2022 and beyond as our revenue will continue to grow with the capacity investments we are making." Hmm, let me look for the specific pattern. The question asks about a "different part of the business that is already earning today" and that "the record has not caught up." Let me look at what management emphasizes. They emphasize "differentiated technologies" - 22FDX, RF SOI, silicon photonics, etc. These are already earning - they talk about revenue from these. Is there a conventional yardstick being set aside? The conventional yardstick for a foundry would be leading-edge process nodes. Management doesn't really talk about node sizes much.

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NO Bigger keys handed over: the work customers now entrust has outgrown the work the company historically received Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need answer YES or NO. Need evaluate transcript. Need determine if management conveys company is now being entrusted with materially larger/more central class of work than historically received, step-up already visible in actual business being won/performed today. We need parse transcript. Company GlobalFoundries IPO. Management discusses strategy pivot in 2018, capacity expansion, LTAs, customer prepayments, partnerships. Need see if they describe engagements/projects/orders stepping up in scale/consequence relative to historical norm. They mention long-term agreements, customers entering LTAs to ensure supply continuity, Ford MOU, automotive, etc. But question specifically: "NOW BEING ENTRUSTED WITH A MATERIALLY LARGER OR MORE CENTRAL CLASS OF WORK THAN IT HISTORICALLY RECEIVED" — engagements, projects, orders, mandates, roles winning/performing have stepped up in scale/consequence relative to what company used to be given, and step-up already visible in actual business being won/performed today. Need answer based only transcript. Let's examine. Tom opening: "Our IPO... culmination of over a decade of work... In 2018, we drove fundamental change... becoming profitable sustainable... refocused investments... streamlined... strategic initiatives now in place... anticipate driving profitable growth. While seeing initial results in 2021, really at beginning... expect more apparent in 2022 and beyond... revenue grow with capacity investments... increasing scale... faster growth margins... significant business visibility and certainty with customer long-term agreements. This gives us confidence fundamentals continue improve... over next three to five years." This is about growth, not necessarily larger class of work. Capacity expansion: "global installed capacity will increase approximately 4% from 3Q to 4Q... Fab 1 Dresden increasing output 16%... expansion in support of customer demand for differentiated technologies." This is capacity. LTAs: "long-term agreements are very important for visibility... keep flexibility... some customers may need more than signed up." Not necessarily larger class. Ford partnership: Analyst asks about Ford, cloud titans, auto OEMs coming to table. Tom: "product companies differentiated by integrating technology... leverage owning some silicon design... trend... automotive companies want to become silicon aware.

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NO Paid-in full, payoff just starting: the hard part of a major undertaking is behind the company, and the benefit is only Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need answer YES or NO. Need analyze transcript. Question asks: Does management convey that hardest/costliest/most uncertain phase of major undertaking is substantially behind, and company crossing from paying to getting paid, with reported results still mostly reflecting paying phase? We need use only transcript. Look for evidence. Company GlobalFoundries IPO, capacity expansion, strategy pivot. Management says: "In 2018, we drove a fundamental change in our strategy... We strengthened... refocused... streamlined... Our strategic initiatives are now well in place, and we anticipate driving profitable growth. While we are seeing the initial results of this in 2021, we are really at the beginning of this journey. We expect this will become more apparent in 2022 and beyond as our revenue will continue to grow with the capacity investments we are making. And as a result of this increasing scale, we expect even faster growth in our margins and earnings." This suggests heavy lifting (strategy pivot, capacity investments) done? They say "well in place" and "beginning of journey" for payoff. Also "2021 really being a year in which depreciation moderates and we really start to take advantage of some of the fixed cost absorption as we tool out this manufacturing footprint that has been untooled since our pivot. And so as we start to tool out those facilities, the biggest one being Dresden, as we tool those facilities out, we're actually getting better cost absorption than we expected." This indicates heavy investment phase? They are still tooling out facilities, capacity expansion ongoing. They say "we are capacity limited" and "working diligently every day to get new tooling in and get factories ramped and online." So not substantially done? They are still in expansion. But the question asks "hardest, costliest, or most uncertain phase of a major undertaking is now substantially behind" - maybe the pivot/restructuring is behind, but capacity expansion is ongoing. Need determine if management conveys crossing from paying to getting paid. They say "initial results" but "really at beginning of journey." Reported results still reflect paying? They have gross margin improving due to fixed cost absorption, but still low. They expect faster growth in margins and earnings as capacity investments. However, they are still making large CapEx ($4.5B in 2022).

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NO Operating without a net: management is running the company at a pace only justified if the next leg arrives Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

The question asks whether management reveals the company is operating without a fallback position on a specific part of its business. Let me analyze the transcript carefully. Key points from the transcript: 1. Tom Caulfield discusses capacity expansion and demand: - "We are still dealing with shortages of what we can supply to our key customers in 2022 and figuring out how we could produce more, how do we do the right balance and allocations." - "I have to tell you though I would welcome a little bit of the softening of demand just a little bit to make some of the closure of that gap." 2. Dave Reeder on utilization: - "we are above 100% utilization as an enterprise, as a GlobalFoundries entity. And I can say that's true for almost every factory over 100% utilization right now." 3. Tom Caulfield on capacity: - "Our facilities for what its tooled for today are running white hot. They're making as many wafers as possible. Our customers are counting on us to do that." 4. On Dresden expansion: - "we are tooling Dresden... That's a factory that is continuing to bring tools in, get them installed, ramp them to production and ship product for our customers that are clamoring for it." 5. On equipment availability: - "we won't be gated by equipment deliveries" - they planned ahead. Now, does this constitute "operating without a fallback position"? The company is running at over 100% utilization, capacity constrained, and can't meet all customer demand. But is this a deliberate choice to remove slack, or is it just strong demand? The question asks about a specific part of the business where the company has deliberately arranged its own operations so it is exposed if a particular near-term development does not go the way management expects. Let me look for something more specific. The company is capacity constrained - they can't make enough wafers. They're running at over 100% utilization. But this seems more like an industry-wide shortage situation where demand exceeds supply, not a deliberate choice to remove slack. Actually, let me reconsider. The question is about whether management describes the company as having consumed, committed, or given up the cushion it would normally hold, in service of one identifiable part of the business. The company is running at over 100% utilization - that's a genuine absence of cushion. They're capacity constrained.

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NO Relationships widening on the customers' initiative, with the numbers still catching up Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need to determine if management describes that several existing commercial relationships have recently gotten bigger, and that the reported results reflect only the early part of these widenings, with most contribution still ahead. Let's analyze the transcript. The question asks about existing relationships widening, not new customers. We need to see if management mentions multiple existing customers or partners expanding their commitments. In the transcript, Tom Caulfield discusses long-term agreements (LTAs). He says: "We have significant business visibility and certainty with customer long-term agreements." And later, "we have made progress on our LTAs. I think at the time of roadshow, we were talking about roughly $2.5 billion of customer prepayments and fund access fees. And today, that number’s a little bit north of $3 billion of commitments from customers with respect to prepayments and access fees. So some good progress there. With respect to revenues, we’ve also continued to make progress on our LTA revenues where we’ve made good progress. We’re north of $20 billion now." This indicates that existing LTAs have grown in value. But are these existing relationships widening? The LTAs are agreements with customers. The increase in prepayments and access fees suggests that customers are committing more. However, the question specifically asks about "several of the company's EXISTING commercial relationships have RECENTLY GOTTEN BIGGER — counterparties the company had already won (customers, accounts, partners, distributors, members, or programs) that have, in the recent period, chosen to take a wider or deeper commitment than they had before." The transcript mentions that they have signed about 25 long-term customer agreements, and they've added more than $500 million of customer prepayments and access fees since the roadshow. This suggests that existing customers are increasing their commitments. But does management explicitly say that these are existing relationships that have gotten bigger? They say "we’ve signed about 25 long-term customer agreements. We’ve signed even several since the roadshow, which, as you know, was only a month ago. And we’ve added more than $500 million of customer prepayments and access fees that are committed since the roadshow." This implies that they are signing new LTAs and also increasing prepayments.

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NO Insiders still discovering the upside: management reports the opportunity keeps revealing itself bigger in live operatio Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need to determine if management conveys that it is still discovering new upside inside business that is already working, with fresh discoveries from live operation and management responding with real attention/resources. Let's analyze the transcript. Key points: - Tom Caulfield discusses strong growth, capacity expansion, LTAs. - He mentions "we are really at the beginning of this journey" and expects more apparent in 2022 and beyond. - He talks about "significant business visibility and certainty with customer long-term agreements." - He mentions "we are still, though, in the early innings of the industry transition to 5G" and "market estimates of doubling of 5G handsets." - He discusses capacity expansion, Singapore, etc. - He mentions "we continue to make strong progress in enhancing our differentiated technologies" with examples like 22FDX automotive qualification, resistive RAM, silicon photonics. - He says "we are seeing strong growth from our customers in the end markets we serve, and we are prudently and in partnership expanding our capacity to serve their needs." Now, does management convey fresh discoveries from live operation? They talk about strong demand, but is there a sense of "we didn't expect this much opportunity"? They mention "we are capacity limited" and "we are working diligently every day to get new tooling in." They also mention "we have significant business visibility and certainty with customer long-term agreements." They talk about "we are still, though, in the early innings" but that's more about market transition. Look for specific instances where they say they discovered something new from actual operations. For example, in the Q&A, Tom says: "I have to tell you, not – anything noticeable from our seat from what we talked about in the roads show. We are still dealing with shortages of what we can supply to our key customers in 2022 and figuring out how we could produce more, how do we do the right balance and allocations. So there’s nothing that we see in the industry for 2022 that would suggest the frothiness that you described is changing." That's more about demand being strong, not a discovery. Another instance: Dave Reeder says "Since our roadshow, we have made progress on our LTAs. I think at the time of roadshow, we were talking about roughly $2.5 billion of customer prepayments and fund access fees.

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NO Deliveries running ahead of the money: management is already handing over more than it has been paid for Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need to determine if management describes the physical/operational side of the business running at a higher level than the financial side has recognized. That is, real work going out the door now, but revenue recognized later. Look for statements about capacity, production, shipments, installations, etc., that are ahead of revenue recognition. Also, management treating this gap as real and consequential. In the transcript, Tom Caulfield and Dave Reeder discuss capacity expansion, utilization, and revenue growth. Key points: - Tom: "we are capacity limited, and we are working diligently every day to get new tooling in and get factories ramped and online so that we can produce more wafers for our customers" - that's about future capacity, not current work ahead of revenue. - Dave: "we are above 100% utilization as an enterprise" - that means they are producing at max capacity, but revenue is recognized when wafers are shipped? Actually, revenue is recognized when wafers are shipped and accepted. If they are producing at 100% utilization, that means they are shipping as much as they can, so revenue should match production. There's no mention of work in progress that will be billed later. - They talk about customer prepayments and access fees, which are cash received ahead of revenue, but that's not physical work going out the door; it's financial. - They mention capacity expansion in Singapore, but that's future. - They talk about long-term agreements that will ramp in 2022, but that's future revenue. - They mention that they are capacity constrained, but that means they are shipping everything they produce, so revenue is tracking production. - No mention of, say, wafers produced but not yet billed, or installations in progress. - They do mention that they are tooling up Dresden and increasing output, but that output is being shipped and recognized. - They mention that they have more demand than supply, but that's about future. - They mention that they have signed LTAs that will bring revenue in the future, but that's not current work. - They mention that they are adding capacity, but that's for future. - They mention that they are above 100% utilization, meaning they are producing at max, but revenue is recognized on shipment, so it's matching. - They don't describe a situation where they are doing work now that will be recognized later.

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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 Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need answer only YES or NO. Need analyze transcript. Need determine if management conveys a short, still-young run of consecutive periods of real improvement in a part of business that had been unimpressive, and causes company-specific and still in force. Need use only transcript. Question: "On this call, does management convey that the business has 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?" We need evaluate. The transcript is GlobalFoundries Q3 2021 earnings call, first as public company. Management talks about strong top-line and profitability growth, strategy pivot in 2018, IPO. They discuss Q3 revenue grew 5% sequentially, adjusted EPS $0.07. They mention strong growth in end markets. They also discuss long-term agreements, capacity expansion, margins. Need find if management conveys a short run of consecutive improvement after prior unimpressive stretch. They say "While we are seeing the initial results of this in 2021, we are really at the beginning of this journey. We expect this will become more apparent in 2022 and beyond..." They mention "third quarter results came in at or above high end of financial ranges" "revenue grew 5% quarter-on-quarter" "third quarter adjusted EBITDA record" "gross margin improvement 155 bps sequential" "operating margin improvement 224 bps sequential" "revenue grew 5% sequentially" "strong top-line and profitability growth". They mention "Q3 to Q4 capacity increase 4%" and guidance. But is there a prior unimpressive stretch? They say in 2018 drove fundamental change to become profitable sustainable, refocused, streamlined. "Our strategic initiatives are now well in place, and we anticipate driving profitable growth." They talk about "initial results in 2021" but "beginning of journey". They do not explicitly say "the business had been weak, flat, declining, stalled, unprofitable" but they imply before pivot no profitability? They say "culmination of over a decade of work", "in 2018, we drove fundamental change... become a profitable and sustainable business." So prior stretch unimpressive? Yes, implied.

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NO Volume records through a still-fixed gate: output is at company highs while the means of producing it have not proportio Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need answer YES or NO. Question asks whether management reports real operating output at highest levels in company's own experience, while also conveying record activity achieved through substantially same physical/human setup, i.e., existing machine fuller rather than proportionally enlarged. We need use transcript only. Look for statements about output, utilization, capacity. Management says "we are capacity limited", "we are above 100% utilization as an enterprise", "almost every factory over 100% utilization". They talk about capacity expansion: Dresden increasing output by 16% Q3 to Q4, Singapore construction, etc. But they also say "we have been tooling out this manufacturing footprint that has been untooled since our pivot" — so they are adding tools to existing facilities. "The biggest one being Dresden" — they are increasing capacity. Is record output achieved through same physical/human setup? They mention "we are tooling Dresden" and capacity increases ~4% Q3 to Q4, ~12% from Q4 last year. So there is expansion. But the question: "same or only modestly grown facilities, fleet, footprint, headcount, or asset base" — they are adding tools, but in existing buildings? They say "we add it where you already have the brick-and-mortar and a building that's facilitated but needs the equipment." So they are using existing footprint but adding equipment. However, they mention "installed capacity" increasing. Also "construction on Phase 1 module expansion in Singapore" — that's new. But they say record output? Did they claim record output? They mention "record third quarter adjusted EBITDA" but not output record. They say "higher wafer output" and "record shipments" maybe? No, "we have record shipments in all manufacturing" in industry? Tom says "as an industry as we have record shipments in all manufacturing" referring to industry? Actually: "we've closed that gap, but nowhere near where it needs to be closed. I think that's the closest I could come... As an industry, as we have record shipments in all manufacturing, we've closed that gap" That is about industry, not company. They don't claim company record output. They say "we are above 100% utilization" and "capacity limited". But they don't say "record output" or "all-time high" in operating terms. They do say "we have significant business visibility", but no explicit record.

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NO New chapter with early proof: a decisive recent break in what the company is or does, already producing, oversized versu Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need answer YES/NO. Need evaluate transcript for decisive recent break. Look at content: IPO is a milestone, but management says "Our IPO... important milestone... culmination of over a decade of work... In 2018, we drove fundamental change in strategy... We strengthened management team, refocused investments, streamlined manufacturing footprint... strategic initiatives now well in place... initial results in 2021... beginning of this journey... expect more apparent in 2022 and beyond." So IPO is a milestone but not necessarily a break? They describe strategic pivot in 2018, but that's not recent. The question asks "recent break within roughly last few quarters" that management treats as separating future from past. IPO could be such, but management says it's a milestone, not necessarily break. They also discuss capacity expansions, LTAs, but those are incremental. The "new element" could be IPO? It's a funding mechanism. They raised $1.5 billion. But is that a break? Management does not treat it as transformative asset/product/capability? It says "important funding mechanism for our future capacity expansion." Not a break in business. Also they discuss progress on LTAs, capacity expansion, technology qualifications. But no single decisive unexpected break. They talk about "beginning of journey" after IPO. But is that a new chapter? They don't say "separating future from past" other than IPO. However requirements: (1) nameable recent discontinuity that management treats as hinge; (2) early proof real; (3) proportionality - new element large relative to company, contribution mostly ahead. IPO could be discontinuity but not operational break. The transcript is about Q3 results, first call as public company. They mention "first as a public company" but no operational transformation. The question asks "does management describe a decisive recent break in company's own story... something that happened within roughly last few quarters that management itself treats as separating company's future from past (e.g., transformative asset, product, capability completed/acquired, defining burden removed, new leadership/ownership era begun, entry into fundamentally different business/market now transacting)". IPO is a new ownership era? But management treats it as milestone, not necessarily break? They say "our IPO was an important milestone...

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NO Reordering the pecking order: management describes the company winning on a stage where it used to be too small to play Q3 2021 · archived research check

Original model output from the research archive. It may be verbose or include the model's working notes.

NOQ3 2021 · 2021-11-30

We need to determine if management describes the company as now competing and winning at a level of the market that used to be above it. The key is a change in tier, already real, and early. Looking at the transcript: Tom Caulfield discusses the company's strategy pivot in 2018, focusing on differentiated technologies, customer partnerships, etc. He mentions that they are seeing initial results in 2021, but really at the beginning. He talks about revenue growth, capacity expansion, and long-term agreements. Specifically, he mentions that they have significant business visibility with customer long-term agreements, and that they expect fundamentals to improve rapidly over next 3-5 years. He also mentions that they are seeing strong growth in end markets like automotive, which grew almost 4x year-over-year. He mentions that the chip shortage accelerated demand for many customers who entered into long-term agreements. But does he explicitly say that they are now competing at a level above what they used to? He talks about being a "more relevant, and more importantly, a more vital contributor to this industry" after the 2018 strategy change. He mentions that they are "at the beginning of this journey" and that the results will become more apparent in 2022 and beyond. He also mentions that they have "significant business visibility and certainty with customer long-term agreements" and that they are "expanding capacity in partnership" with customers. However, there is no explicit statement that they are now being considered for business that previously would have gone to bigger players. He does mention that they are seeing strong growth in automotive, which is a new area for them, but that's more about market expansion than tier change. He also mentions that they are "the technology leader in silicon photonics" and that they are "the only provider of integrated CMOS RF SOI and optical devices in a monolithic solution." That's a claim of leadership, but not necessarily a change in tier. The question asks: "does management convey that the company has recently begun to be treated as a legitimate contender in situations, against rivals, or for business that previously would have gone to bigger, more established, or more entrenched players, and that this has already produced real results in the current period?" Looking for a change in tier.

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Showing the latest 18 of 207 archived research questions.

These archived questions are separate from the newer 500-check scan above.

Past calls

GFS call history

Open a quarter only when you want its detailed evidence.

B Q4 2025 · Solid call · 2026-02-11Management held guidance steady against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics.

Guidance: maintainedDemand: acceleratingMargins: expandingBacklog: growingPricing: stableCapex: increasing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Prepayments growing✓ Volume step-up ahead

Candor 7/9

Specificity 8/9

Evasion 2/9

Confidence 8/9

Uncertainty 3/9

Promotion 6/9

Stress 2/9

Complexity 5/9

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?

YES Is volume about to step up rather than grow gradually?

NO Are high fixed costs currently underutilised?

YES Is pricing recovering from a depressed level?

NO Do current results look bad while the direction looks better?

YES 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?

YES Does the call read rehearsed rather than lived?

C+ Q1 2025 · Mixed call · 2025-05-06Management held guidance steady against mixed demand signals and expanding margins. The delivery was unusually candid, rich in specifics.

Guidance: maintainedDemand: mixedMargins: expandingBacklog: growingPricing: under pressureCapex: flat⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growth

Candor 7/9

Specificity 7/9

Evasion 3/9

Confidence 8/9

Uncertainty 6/9

Promotion 5/9

Stress 2/9

Complexity 4/9

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?

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?

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 · Mixed call · 2025-02-11Management held guidance steady against mixed demand signals and expanding margins. The delivery was rich in specifics.

Guidance: maintainedDemand: mixedMargins: expandingBacklog: growingPricing: stableCapex: increasing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growth⚑ Reads rehearsed

Candor 6/9

Specificity 8/9

Evasion 3/9

Confidence 8/9

Uncertainty 4/9

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?

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?

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?

YES Is a fast-growing segment obscured by a declining one?

YES Does the CFO speak more than the CEO?

YES Does the call read rehearsed rather than lived?

C+ Q3 2024 · Mixed call · 2024-11-05Management held guidance steady against mixed demand signals. The delivery was unusually candid, rich in specifics.

Guidance: maintainedDemand: mixedMargins: stableBacklog: stablePricing: stableCapex: flat⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growth⚑ Reads rehearsed

Candor 7/9

Specificity 8/9

Evasion 3/9

Confidence 8/9

Uncertainty 4/9

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?

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?

YES Do they serve a small fraction of their addressable customers?

NO Is volume about to step up rather than grow gradually?

YES Are high fixed costs currently underutilised?

YES 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?

YES Is a fast-growing segment obscured by a declining one?

NO Does the CFO speak more than the CEO?

YES Does the call read rehearsed rather than lived?

B Q2 2024 · Solid call · 2024-08-06Management held guidance steady against mixed demand signals and contracting margins. The delivery was unusually candid, rich in specifics.

Guidance: maintainedDemand: mixedMargins: contractingBacklog: stablePricing: stableCapex: flat⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growthHidden segment

Candor 7/9

Specificity 8/9

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?

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?

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 Q1 2024 · Caution · 2024-05-07Management held guidance steady against mixed demand signals. The delivery was unusually candid, rich in specifics.

Guidance: maintainedDemand: mixedMargins: stableBacklog: shrinkingPricing: stableCapex: decreasing⚑ Critic ammunition⚑ Question left hanging✓ Guidance underwritable✓ Early product, fast growthHidden segmentDirection beats results

Candor 7/9

Specificity 8/9

Evasion 2/9

Confidence 6/9

Uncertainty 5/9

Promotion 4/9

Stress 3/9

Complexity 6/9

View the 20 core call-quality checks

NO 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?

NO 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?

NO 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?

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?

D Q4 2023 · Weak call · 2024-02-13Management lowered guidance against mixed demand signals and contracting margins. The delivery was unusually candid, rich in specifics.

Guidance: loweredDemand: mixedMargins: contractingBacklog: shrinkingPricing: stableCapex: decreasing⚑ Critic ammunition⚑ Question left hanging✓ Resolves doubts✓ Early product, fast growth⚑ Reads rehearsedHidden segment

Candor 7/9

Specificity 8/9

Evasion 3/9

Confidence 6/9

Uncertainty 6/9

Promotion 4/9

Stress 3/9

Complexity 5/9

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?

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?

NO 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?

YES Is a fast-growing segment obscured by a declining one?

NO Does the CFO speak more than the CEO?

YES Does the call read rehearsed rather than lived?

View 9 earlier calls

Call	Date	Grade	Guidance	Demand	Margins	Candor	Evasion
Q3 2023	2023-11-07	C+	maintained	mixed	contracting	8/9	3/9
Q2 2023	2023-08-08	C+	maintained	mixed	stable	7/9	2/9
Q1 2023	2023-05-09	C	lowered	mixed	stable	7/9	3/9
Q4 2022	2023-02-14	C+	maintained	slowing	contracting	7/9	2/9
Q3 2022	2022-11-08	C	lowered	slowing	contracting	7/9	4/9
Q2 2022	2022-08-09	B+	raised	mixed	expanding	7/9	3/9
Q1 2022	2022-05-10	A	raised	stable	expanding	7/9	2/9
Q4 2021	2022-02-08	B+	raised	accelerating	expanding	7/9	3/9
Q3 2021	2021-11-30	A	raised	accelerating	expanding	7/9	2/9

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