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AZEK · Earnings-call lab · 20 calls graded · 2020–2025

The AZEK Company 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

20calls analyzed

2020–2025coverage

NEWESTQ2 2025 call

2025-05-06 · 500 / 500 checks · members only

LockedStarter · $1 first week

AI call read

Grade locked

Grade and plain-English verdict

Expected 45-day move

Locked

Move size estimate, not direction

AI checks completed

500/ 500

Every check answered YES or NO

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

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OPENQ1 2025 call

2025-02-04 · 11 analysts · 24 questions · 500 / 500 checks

Free · full reportThe quarter before the newest

Call grade · Better than 90% of 177,437 calls

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

Management toneResultTypical range · middle half of all callsFlag

Candor7 /9

—

Evasion1 /9

—

Specificity8 /9

—

Confidence8 /9

—

Uncertainty4 /9

—

Promotion5 /9

—

Stress1 /9

—

Complexity5 /9

—

Since the quarter before · Q4 2024 → Q1 2025

Guidance ~~maintained~~raisedDemand acceleratingMargins expandingPricing ~~stable~~raisingBacklog stableCapex ~~flat~~increasing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Volume step-up aheadHidden segment

Notable checks detected

Are there more than eight analyst questioners?
Does the operator announce more than five questioners?
Does the operator announce more than ten questioners in the Q&A?
Is there a questioner from an investment bank other than the first three analysts who ask questions?

ScreenersGuidance Raised High Candor Skeptic Reassured Critic Ammunition Volume Step-Up Underused Fixed Costs Raising Prices Margins Expanding

Lab panel · Q1 2025 call

30 markers, measured against 177,437 calls

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

7 flags on this call

LanguageResultTypical range · middle half of all callsFlag

AI mentionsTimes management said AI, generative, LLM or agentic.0 mentions

typical 0–0

—

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

typical 0–1

—

Thank-yousEvery thanks on the call, in both directions.44 times

typical 13–31

BuzzwordsSynergies, headwinds, flywheels, best-in-class and friends.1.3 /1k words

typical 0.6–1.8

—

HedgesSort of, kind of, roughly, I think, probably.11.4 /1k words

typical 5.5–10.5

SuperlativesRecord, unprecedented, tremendous, incredible.0.3 /1k words

typical 0.3–1.2

—

Outside forcesMacro, weather, currency, tariffs, supply chain.2 mentions

typical 1–9

—

Stonewalls"Not going to comment", "we don't break that out".1 times

typical 0–0

NumbersFigures per thousand words of management speech. Low means vague.22.2 /1k words

typical 21.2–35.3

—

"Excited"Excited, exciting, thrilled.9 times

typical 0–3

Script shareShare of the call spent on prepared remarks rather than questions.31% % of call

typical 35%–55%

—

CEO shareHow much of the talking the CEO did.62% % of mgmt words

typical 29%–68%

—

Longest answerThe longest single management answer in the Q&A.383 words

typical 249–461

—

Reading levelFlesch–Kincaid grade level of management answers.9.4 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.37 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.16 of 27

typical 3–12

HypeSuperlatives and excitement in management language.8 of 11

typical 2–8

—

Analyst pushbackHow hard the analysts pressed: follow-ups, two-part questions, challenges.4 of 22

typical 5–10

—

ConfessionAdmissions, apologies and self-corrections.2 of 11

typical 1–5

—

Call theaterStage management: operator mechanics, scripted cues, "color".19 of 33

typical 12–19

—

Capital returns talkAttention paid to buybacks, dividends, M&A and the balance sheet.6 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 2025 · 500 checks

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

Choose a past call

500checked

308detected

192not 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

NO 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 NO

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

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

YES Does anyone use "historically" or "traditionally" while defending a current practice? Activist · 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 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

NO 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 NO

The model did not 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 88.7% repeat consistency

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

How to read this YES

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

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

YES Does any analyst name two or more executives when asking their question? Air Traffic · seen in 35.1% 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 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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this NO

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

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

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

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

How to read this NO

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

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

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

How to read this NO

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

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

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

How to read this NO

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

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

YES Does an executive mention the weather? Bankruptcy · seen in 26.1% 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 26.1% of calls 96% repeat consistency

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

How to read this NO

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

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

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

How to read this NO

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

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

YES Does the operator announce more than ten questioners in the Q&A? Clinical Trial · seen in 21.8% of calls

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this NO

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

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

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

How to read this NO

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

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

YES Does an analyst use the word "clarification" or "clarify" in a question? Compliance · 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

NO Does any question contain the phrase "color on" or "some color"? Compliance · seen in 53.1% 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 53.1% of calls 86.6% repeat consistency

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

How to read this NO

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

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

NO Does anyone say "let me" at least three times? Compliance · 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 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

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

How to read this NO

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

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

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

How to read this NO

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

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

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

How to read this NO

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

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

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

How to read this YES

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

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

YES Does any speaker say "with that" at least twice? Compliance · 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 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

NO Does an executive use the phrase "we're seeing" at least twice? Courtroom · seen in 53.4% of calls

How to read this NO

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

Transcript-only check Detected in 53.4% of calls 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

NO Does the phrase "record" appear at least twice in the transcript? Courtroom · seen in 34.9% 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 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

YES Does anyone use the phrase "moving forward" or "go forward"? Courtroom · seen in 40.7% 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 40.7% of calls 85.5% repeat consistency

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

How to read this NO

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

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

YES Does anyone use the word "folks"? Courtroom · seen in 23.5% 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 23.5% of calls 96.3% repeat consistency

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this NO

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

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

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

NO 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 NO

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

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

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

How to read this NO

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

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

NO 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 NO

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

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

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

How to read this YES

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

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

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

How to read this NO

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

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

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

How to read this YES

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

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

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

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

How to read this NO

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

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

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

How to read this YES

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

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

NO Does any executive say "let me" at least once? Debate · seen in 66.1% 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 66.1% of calls 94.5% repeat consistency

NO Does any question contain the word "specifically"? Debate · 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 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

NO Is the word "definitely" used by any speaker? Debate · 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 98.7% 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

YES Does anyone use the word "leverage" as a verb at least once? Debate · 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 97.3% repeat consistency

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

How to read this YES

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

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

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

How to read this YES

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

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

YES Does an analyst's question include the phrase "going forward"? Debate · seen in 20.6% 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 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

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

How to read this YES

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

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

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

NO 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 NO

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

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

YES Does any analyst ask about a specific geographic region or market? 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 91.4% repeat consistency

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

How to read this NO

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

NO 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 NO

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

YES Does any speaker say "with that, I'll turn it over"? Discovery · 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 83.5% 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

NO 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 NO

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

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

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

How to read this YES

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

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

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

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

How to read this NO

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

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

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

How to read this NO

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

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

How to read this NO

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

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

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

How to read this NO

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

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

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

YES Does anyone use the phrase "the vast majority"? Editor · seen in 16.3% 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 16.3% of calls 99.7% repeat consistency

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

How to read this NO

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

NO 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 NO

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this NO

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

YES Does the transcript contain the word "certainly" three or more times? Forensic · seen in 34.5% 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 34.5% of calls 93% repeat consistency

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

How to read this YES

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

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

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

How to read this NO

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

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

NO Does a speaker say "let me" at least twice in the transcript? Forensic · seen in 49.3% 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 49.3% of calls 93.7% repeat consistency

YES The transcript contains an apology unrelated to financial results. Forensic · seen in 39.5% 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 39.5% of calls 86% repeat consistency

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

How to read this NO

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

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

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

How to read this YES

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

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

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

How to read this NO

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

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

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

YES Does anyone mention "weather" as a factor affecting results? Forensic · seen in 19.1% of calls

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

NO 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 NO

The model did not 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 82% repeat consistency

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

How to read this NO

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this NO

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

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

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

How to read this YES

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

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

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

NO 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 NO

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

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

NO 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 NO

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

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

YES 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 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 83.3% repeat consistency

NO Executive corrects an analyst's premise. Insurance · seen in 60% of calls

How to read this NO

The model did not 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% of calls 80.3% repeat consistency

YES Does the CFO's prepared section exceed the CEO's in number of paragraphs? Insurance · seen in 38% of calls

How to 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% 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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

YES 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 YES

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

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

NO Does an executive say "we said" when recalling prior statements? Insurance · seen in 47.7% of calls

How to read this NO

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

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

How to read this NO

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

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

YES Does any analyst address a question to two or more executives by name? Insurance · 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 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

YES Does the word "capital" appear in at least three different speakers' turns? Insurance · seen in 37.7% 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 37.7% of calls 90.4% repeat consistency

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

How to read this NO

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

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

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

How to read this YES

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

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

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

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

How to read this YES

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

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

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

How to read this YES

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

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

NO Is the word "automation" or "productivity" used at least once? Insurance · seen in 37.9% 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 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

NO Does anyone use the phrase "best-in-class" or "industry-leading"? Insurance · seen in 27.3% 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 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

YES Does an analyst's question include the phrase "just to clarify"? Insurance · seen in 10.1% 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 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

YES Does the transcript contain the word "typically" at least twice? 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 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

NO Does management use the phrase "going forward" at least twice? Insurance · seen in 24.9% of calls

How to read this NO

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

Transcript-only check Detected in 24.9% of calls 84.2% repeat consistency

YES Does anyone say "stability" or "stable" when describing demand? Insurance · seen in 23.6% 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 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

YES 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 YES

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

Transcript-only check Detected in 16.8% of calls 94% repeat consistency

NO Does the CFO's prepared section mention interest expense by name or figure? Insurance · seen in 31.7% of calls

How to read this NO

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

Transcript-only check Detected in 31.7% of calls 97.7% repeat consistency

NO Does the word "volatility" appear? Insurance · seen in 28.6% of calls

How to read this NO

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

Transcript-only check Detected in 28.6% of calls 99.3% repeat consistency

YES Executive mentions a hobby or personal anecdote. Insurance · seen in 16.7% 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 16.7% of calls 88% repeat consistency

NO Does the word "pipeline" appear without a dollar figure attached? Insurance · seen in 55.3% of calls

How to read this NO

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

Transcript-only check Detected in 55.3% of calls 99% repeat consistency

YES Does the phrase "the macro" or "macro environment" appear? Insurance · seen in 19.7% 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 19.7% of calls 93.6% repeat consistency

NO Does the phrase "our team" appear at least twice? Insurance · seen in 32.9% of calls

How to read this NO

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

Transcript-only check Detected in 32.9% of calls 85.5% repeat consistency

NO Does an executive say "great question" or "good question" at least twice? Insurance · seen in 15% of calls

How to read this NO

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

Transcript-only check Detected in 15% of calls 97% repeat consistency

NO Does any speaker say "we remain" followed by an adjective? Insurance · seen in 53.5% 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 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

YES Does any analyst reference the CEO or CFO by first name? Interrogator · seen in 79.6% of calls

How to read this YES

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

Transcript-only check Detected in 79.6% of calls 93.8% repeat consistency

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

YES Does anyone say "moving on" or "let me turn it over" during prepared remarks? Interrogator · seen in 36% of calls

How to read this YES

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

Transcript-only check Detected in 36% of calls 88.3% repeat consistency

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

YES Does an analyst use the phrase "to clarify"? Linguist · seen in 17.1% 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 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

NO Does an executive cite a conversation with a customer, partner, or employee as evidence? Military · seen in 53% of calls

How to read this NO

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

Transcript-only check Detected in 53% 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

YES Does anyone use the phrase "underlying" to modify a business metric? Negotiation · seen in 38.3% of calls

How to read this YES

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

Transcript-only check Detected in 38.3% of calls 94.7% repeat consistency

YES Does anyone say "excited" or "pleased" at least twice in the transcript? Negotiation · seen in 70.6% of calls

How to read this YES

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

Transcript-only check Detected in 70.6% of calls 97% repeat consistency

YES Does the word "guidance" appear in the prepared remarks (not just Q&A)? Negotiation · seen in 64% of calls

How to read this YES

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

Transcript-only check Detected in 64% of calls 98.7% repeat consistency

YES Is the word "margin" used with a number attached (e.g., "400 basis points")? Negotiation · seen in 66.7% of calls

How to read this YES

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

Transcript-only check Detected in 66.7% of calls 93.3% repeat consistency

NO 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 NO

The model did not 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 97.3% repeat consistency

NO Does an executive answer a question by citing a competitor's actions? Negotiation · 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 88% repeat consistency

YES Does the word "macro" or "macroeconomic" appear in the transcript? Negotiation · seen in 39.9% 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 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

NO Does the CEO begin an answer with "look" or "listen"? Negotiation · seen in 21.3% 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 21.3% of calls 94.7% repeat consistency

YES Does the word "inflation" appear anywhere in the transcript? Negotiation · seen in 36.9% 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 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

YES Does a speaker correct a figure they themselves just stated? Negotiation · seen in 23.8% of calls

How to read this YES

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

Transcript-only check Detected in 23.8% of calls 84% repeat consistency

NO Does the CEO refer to a competitor by name rather than "competition" or "peers"? Negotiation · seen in 18.8% of calls

How to read this NO

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

Transcript-only check Detected in 18.8% of calls 91.3% repeat consistency

NO Does the CEO mention their own tenure or years of experience unprompted? Negotiation · seen in 19.9% of calls

How to read this NO

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

Transcript-only check Detected in 19.9% of calls 97% repeat consistency

NO Does anyone use the phrase "the team" when taking ownership would be natural? Poker · seen in 42.5% of calls

How to read this NO

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

Transcript-only check Detected in 42.5% of calls 81% repeat consistency

NO Does anyone blame weather, holidays, or calendar quirks unprompted? Poker · seen in 35.6% of calls

How to read this NO

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

Transcript-only check Detected in 35.6% of calls 83% repeat consistency

NO Does anyone cite a personal anecdote involving a customer conversation? Poker · seen in 16.6% of calls

How to read this NO

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

Transcript-only check Detected in 16.6% of calls 81.7% repeat consistency

YES Does anyone use the phrase "a little bit"? Private Credit · seen in 87.3% of calls

How to read this YES

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

Transcript-only check Detected in 87.3% of calls 96% repeat consistency

YES Is the CFO the speaker for at least one analyst question? Private Credit · seen in 87.8% of calls

How to read this YES

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

Transcript-only check Detected in 87.8% of calls 99% repeat consistency

YES Does the word "guidance" appear in the transcript? Private Credit · seen in 78.7% of calls

How to read this YES

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

Transcript-only check Detected in 78.7% of calls 97.3% repeat consistency

YES Does anyone say "we're excited" or "we are excited"? Private Credit · seen in 49.5% of calls

How to read this YES

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

Transcript-only check Detected in 49.5% of calls 93.7% repeat consistency

NO Does the word "dividend" appear? Private Credit · seen in 45.5% of calls

How to read this NO

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

Transcript-only check Detected in 45.5% of calls 98.7% repeat consistency

YES Is the word "invest" or "investment" used more than twice? Private Credit · seen in 75% of calls

How to read this YES

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

Transcript-only check Detected in 75% of calls 95.3% repeat consistency

YES Does the word "invest" or "investment" appear at least twice? Private Credit · seen in 85.8% of calls

How to read this YES

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

Transcript-only check Detected in 85.8% of calls 96.7% repeat consistency

NO Does anyone cite a percentage of revenue from a specific segment? Private Credit · seen in 40.3% of calls

How to read this NO

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

Transcript-only check Detected in 40.3% of calls 92.6% repeat consistency

YES Does the word "challenge" or "challenging" appear at least once? Private Credit · seen in 68.6% of calls

How to read this YES

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

Transcript-only check Detected in 68.6% of calls 97.3% repeat consistency

NO Does anyone describe cutting discretionary spending like travel or hiring? Private Credit · seen in 13.8% of calls

How to read this NO

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

Transcript-only check Detected in 13.8% of calls 94.3% repeat consistency

YES Does the phrase "year over year" appear? Private Credit · seen in 72.9% of calls

How to read this YES

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

Transcript-only check Detected in 72.9% of calls 96% repeat consistency

NO Does the word "liquidity" appear at least once? Private Credit · seen in 34.7% of calls

How to read this NO

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

Transcript-only check Detected in 34.7% of calls 99.7% repeat consistency

NO Does the transcript mention refinancing, maturity dates, or debt coming due? Private Credit · seen in 32% of calls

How to read this NO

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

Transcript-only check Detected in 32% of calls 95% repeat consistency

NO Does anyone mention selling assets, real estate, or equipment to raise cash? Private Credit · seen in 24.2% of calls

How to read this NO

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

Transcript-only check Detected in 24.2% of calls 90.7% repeat consistency

YES Does anyone reference "the macro" or "macro environment"? Private Credit · seen in 26.5% 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 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

YES 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 YES

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

Transcript-only check Detected in 32.6% of calls 87.7% repeat consistency

NO 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 NO

The model did not 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 85.3% repeat consistency

NO Does an executive say "we remain confident" or similar? Private Credit · seen in 35.8% of calls

How to read this NO

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

Transcript-only check Detected in 35.8% of calls 82.6% repeat consistency

NO Does anyone mention covenants, amendments to loan documents, or lender conversations? Private Credit · seen in 11.6% of calls

How to read this NO

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

Transcript-only check Detected in 11.6% of calls 95.7% repeat consistency

YES Does anyone say "with that" or "that said" to pivot? Private Credit · seen in 81.4% of calls

How to read this YES

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

Transcript-only check Detected in 81.4% of calls 96.7% repeat consistency

YES Does an executive open their first answer by thanking the analyst? Private Credit · seen in 37.1% of calls

How to read this YES

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

Transcript-only check Detected in 37.1% of calls 94.6% repeat consistency

NO Does any analyst's question include the word "capex" or "cash flow"? Procurement · seen in 38.5% of calls

How to read this NO

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

Transcript-only check Detected in 38.5% of calls 94.5% repeat consistency

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

YES Does an analyst's turn contain the word "congratulations"? Procurement · seen in 20.2% of calls

How to read this YES

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

Transcript-only check Detected in 20.2% of calls 97.6% repeat consistency

NO Does any analyst ask a question containing "how" and also "why"? Procurement · seen in 11.3% of calls

How to read this NO

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

Transcript-only check Detected in 11.3% of calls 94.5% repeat consistency

YES Does any executive say "as we mentioned" or "as I mentioned" at least once? Procurement · seen in 66.3% of calls

How to read this YES

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

Transcript-only check Detected in 66.3% of calls 89.7% repeat consistency

YES Are there more than eight analyst questioners? Project · seen in 37.5% 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 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

NO Does any speaker say "if you look at"? Project · seen in 54.1% 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 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

YES Does management use the phrase "balance sheet" at least twice? Project · seen in 41.1% 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 41.1% of calls 96.6% repeat consistency

YES Does the CEO make closing remarks after the Q&A ends? Project · seen in 64.8% of calls

How to read this YES

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

Transcript-only check Detected in 64.8% of calls 96.2% repeat consistency

NO Does any speaker say "structurally" or "secular"? Project · seen in 13% of calls

How to read this NO

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

Transcript-only check Detected in 13% of calls 97.9% repeat consistency

NO Does the operator say "our next question" two or more times? Scientist · seen in 73.5% 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 73.5% of calls 85.6% repeat consistency

NO Does the final questioner get an explicit closing acknowledgment from the operator ("last question" or similar)? Scientist · seen in 25.7% of calls

How to read this NO

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

Transcript-only check Detected in 25.7% of calls 95.2% repeat consistency

YES Does management use the phrase "business as usual" or "as expected" at least once? Scientist · seen in 23.9% of calls

How to read this YES

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

Transcript-only check Detected in 23.9% of calls 94.2% repeat consistency

YES Does an analyst preface a question with "quick" or "quickly"? Screenwriter · seen in 56% of calls

How to read this YES

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

Transcript-only check Detected in 56% of calls 99% repeat consistency

YES Does an executive state a specific numeric percentage when answering a question? Screenwriter · seen in 86.7% of calls

How to read this YES

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

Transcript-only check Detected in 86.7% of calls 97.9% repeat consistency

YES Does anyone say "in terms of" at least twice? Screenwriter · seen in 84.8% of calls

How to read this YES

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

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

NO Is there a question that clearly annoyed the executive, visible in the reply's abruptness? Screenwriter · seen in 27.1% of calls

How to read this NO

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

Transcript-only check Detected in 27.1% of calls 85.3% repeat consistency

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

YES Does any single analyst ask more than two questions during the whole call? Screenwriter · seen in 86.6% of calls

How to read this YES

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

Transcript-only check Detected in 86.6% of calls 89.7% repeat consistency

YES Does the phrase "on a year-over-year basis" or "year over year" appear at least twice? Screenwriter · seen in 60.1% of calls

How to read this YES

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

Transcript-only check Detected in 60.1% of calls 89.3% repeat consistency

YES Is the word "headwinds" or "tailwinds" used? Screenwriter · seen in 41.8% of calls

How to read this YES

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

Transcript-only check Detected in 41.8% of calls 97.3% repeat consistency

YES Does the word "margin" appear at least three times? Screenwriter · seen in 73.6% of calls

How to read this YES

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

Transcript-only check Detected in 73.6% of calls 98% repeat consistency

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

YES 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 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 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

NO Does anyone use the phrase "on a year-over-year basis"? Screenwriter · seen in 18.9% of calls

How to read this NO

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

Transcript-only check Detected in 18.9% of calls 93.6% repeat consistency

YES Is the word "excited" or "exciting" used by management at least twice? Semiotician · seen in 45.8% of calls

How to read this YES

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

Transcript-only check Detected in 45.8% of calls 97.3% repeat consistency

YES Does any speaker say "just" five or more times? Semiotician · seen in 83.3% of calls

How to read this YES

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

Transcript-only check Detected in 83.3% of calls 82.2% repeat consistency

NO Does any question begin with "Can you" or "Could you"? Semiotician · seen in 84.8% of calls

How to read this NO

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

Transcript-only check Detected in 84.8% of calls 85.2% repeat consistency

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

YES Does any analyst use the word "clarify" or "clarification"? Semiotician · 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 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

NO Does any executive begin an answer with "Look," or "So,"? Semiotician · seen in 85.7% 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 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

YES Is the word "excited" used by the CEO more than the word "confident"? Semiotician · seen in 33.1% of calls

How to read this YES

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

Transcript-only check Detected in 33.1% of calls 92% repeat consistency

YES 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 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 94% repeat consistency

NO Does the word "guidance" appear more than five times in the transcript? Semiotician · seen in 31.8% of calls

How to read this NO

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

Transcript-only check Detected in 31.8% of calls 93% repeat consistency

YES Does the word "tailwind" or "headwind" appear? Semiotician · seen in 52.2% of calls

How to read this YES

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

Transcript-only check Detected in 52.2% of calls 98.7% repeat consistency

YES Does any analyst's question begin with a compliment or congratulation? Semiotician · seen in 41.5% of calls

How to read this YES

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

Transcript-only check Detected in 41.5% of calls 88.3% repeat consistency

NO Does an analyst apologize before or during their question? Semiotician · seen in 32.8% of calls

How to read this NO

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

Transcript-only check Detected in 32.8% of calls 96.6% repeat consistency

YES Are there more questions about revenue than about costs? Semiotician · seen in 69.8% of calls

How to read this YES

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

Transcript-only check Detected in 69.8% of calls 85.2% repeat consistency

NO Does the word "challenging" appear at least twice? Semiotician · seen in 20.1% of calls

How to read this NO

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

Transcript-only check Detected in 20.1% of calls 97% repeat consistency

NO 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 NO

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

Transcript-only check Detected in 54.8% of calls 82.8% repeat consistency

NO Does any executive answer begin with "Sure" or "Yes" followed by a comma? Semiotician · 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 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

YES Does an executive say "we're not going to" in response to a question? Semiotician · seen in 25% of calls

How to 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% of calls 92% repeat consistency

NO 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 NO

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

Transcript-only check Detected in 34.6% 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

YES 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 YES

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

Transcript-only check Detected in 23.6% of calls 96.2% repeat consistency

YES Does the word "leverage" appear at least twice? Semiotician · seen in 52.1% of calls

How to read this YES

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

Transcript-only check Detected in 52.1% of calls 94.5% repeat consistency

YES Is the word "leverage" used at least three times? Semiotician · seen in 37.8% of calls

How to read this YES

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

Transcript-only check Detected in 37.8% of calls 90% repeat consistency

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

YES Does any analyst begin their question with "congratulations"? Semiotician · seen in 17.8% of calls

How to read this YES

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

Transcript-only check Detected in 17.8% of calls 92.6% repeat consistency

YES Does an analyst thank management at the end of their turn? Semiotician · seen in 77.2% of calls

How to read this YES

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

Transcript-only check Detected in 77.2% of calls 94.7% repeat consistency

NO Does anyone describe the future with "We believe" more than "We expect"? Semiotician · seen in 30.2% of calls

How to read this NO

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

Transcript-only check Detected in 30.2% of calls 87.3% repeat consistency

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

YES Is the phrase "base case" or "scenario" used at least once? Semiotician · seen in 19.1% of calls

How to read this YES

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

Transcript-only check Detected in 19.1% of calls 96.9% repeat consistency

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

YES 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 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 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

NO Does management use the phrase "on a year-over-year basis"? Semiotician · seen in 16.9% of calls

How to read this NO

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

Transcript-only check Detected in 16.9% of calls 96.6% repeat consistency

YES Does any single speaker say "right?" as a tag question at least once? Semiotician · seen in 34% of calls

How to 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% of calls 87.5% repeat consistency

YES Does management use the phrase "on a consistent basis" or "consistently"? Semiotician · seen in 27.8% of calls

How to read this YES

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

Transcript-only check Detected in 27.8% of calls 95.3% repeat consistency

NO Does a speaker begin a sentence with "To be honest" or "To be clear"? Semiotician · seen in 10.5% of calls

How to read this NO

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

Transcript-only check Detected in 10.5% of calls 92.7% repeat consistency

NO Does management use the phrase "strategic" at least twice? Semiotician · seen in 46% of calls

How to read this NO

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

Transcript-only check Detected in 46% of calls 97.3% repeat consistency

NO Does any speaker describe a business unit as "healthy"? Semiotician · seen in 13.3% of calls

How to read this NO

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

Transcript-only check Detected in 13.3% of calls 92.7% repeat consistency

NO Does any speaker use the word "fundamentals"? Semiotician · seen in 17.8% of calls

How to read this NO

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

Transcript-only check Detected in 17.8% of calls 100% repeat consistency

NO Does the word "resilient" or "resilience" appear? Semiotician · seen in 24.7% of calls

How to read this NO

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

Transcript-only check Detected in 24.7% of calls 98% repeat consistency

YES Does the operator mention a queue or "next question" more than three times? Simultaneous · seen in 74.2% of calls

How to read this YES

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

Transcript-only check Detected in 74.2% of calls 91.6% repeat consistency

YES Does any analyst ask a follow-up after their initial answer ("follow-up", "second one", "just one more")? Simultaneous · seen in 88.5% of calls

How to read this YES

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

Transcript-only check Detected in 88.5% of calls 92.3% repeat consistency

NO Does any analyst ask a question containing the word "why"? Simultaneous · seen in 36.1% of calls

How to read this NO

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

Transcript-only check Detected in 36.1% of calls 96.3% repeat consistency

NO Does anyone say "if you look at" before citing a number? Simultaneous · seen in 47.7% of calls

How to read this NO

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

Transcript-only check Detected in 47.7% of calls 81.6% repeat consistency

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

YES Does the word "clearly" appear anywhere in the transcript? Simultaneous · seen in 50.9% of calls

How to read this YES

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

Transcript-only check Detected in 50.9% of calls 96.3% repeat consistency

YES Does the CEO speak first among named executives in the Q&A? Simultaneous · seen in 68.3% of calls

How to read this YES

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

Transcript-only check Detected in 68.3% of calls 94.6% repeat consistency

YES Does the word "headwind" or "headwinds" appear at least twice? Simultaneous · seen in 28.5% of calls

How to read this YES

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

Transcript-only check Detected in 28.5% of calls 97% repeat consistency

YES Does the CFO mention a specific percentage greater than ten? Simultaneous · seen in 89.1% of calls

How to read this YES

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

Transcript-only check Detected in 89.1% of calls 96.6% repeat consistency

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

YES Does anyone say "to your point" when answering a question? Simultaneous · seen in 10.3% 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 10.3% of calls 98% repeat consistency

YES Does any executive say "with that" to transition between speakers or topics? Simultaneous · seen in 75% of calls

How to read this YES

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

Transcript-only check Detected in 75% of calls 97.3% repeat consistency

NO Does the word "transformation" or "transformational" appear? Simultaneous · seen in 24.2% of calls

How to read this NO

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

Transcript-only check Detected in 24.2% of calls 99.7% repeat consistency

NO Does any speaker say "moving on" or "next question" themselves? Simultaneous · seen in 25.1% of calls

How to read this NO

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

Transcript-only check Detected in 25.1% of calls 92.3% repeat consistency

NO Does any speaker use the word "hedging" or say "to hedge"? Simultaneous · seen in 13.5% of calls

How to read this NO

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

Transcript-only check Detected in 13.5% of calls 96.3% repeat consistency

NO Does any analyst identify themselves with a two-part introduction (name and firm)? Simultaneous · seen in 10.2% of calls

How to read this NO

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

Transcript-only check Detected in 10.2% of calls 85.9% repeat consistency

NO Does the word "talent" appear at least once? Simultaneous · seen in 20.8% of calls

How to read this NO

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

Transcript-only check Detected in 20.8% of calls 98% repeat consistency

YES Is the word "capacity" used more often about factories than about people? Supply Chain · seen in 26.2% of calls

How to read this YES

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

Transcript-only check Detected in 26.2% of calls 92.3% repeat consistency

NO Does an executive confess to having too much of something physical somewhere? Supply Chain · seen in 12.2% of calls

How to read this NO

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

Transcript-only check Detected in 12.2% of calls 89.3% repeat consistency

NO Is a supplier or vendor mentioned by name at any point? Supply Chain · seen in 33.7% of calls

How to read this NO

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

Transcript-only check Detected in 33.7% of calls 85.3% repeat consistency

NO Does any executive blame weather, season, or geography for a shipment or delivery issue? Supply Chain · seen in 10.8% of calls

How to read this NO

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

Transcript-only check Detected in 10.8% of calls 91% repeat consistency

No checks match those filters.

500 checks shown · YES means detected; it is not automatically positive or negative.

Real saved model output

Archived AI reasoning

Earlier Artul research experiments on AZEK calls. Open a question to read the model's original reasoning.

227 saved explanations · 227 questions

NO More where that came from: a concrete gain just landed, and the same engine that produced it is visibly loaded with the Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

我们根据提供的财报电话会议记录来回答。问题要求判断管理层是否在同一业务部分描述了(1)一个具体的、刚刚实现的收益，以及(2)同一来源已经明显有更多业务在形成。需要两者都具备且相互关联。在记录中，管理层提到了多个增长点，例如：零售和渠道的货架空间增加、新产品（如TimberTech Composite Terrain Plus、水平电缆栏杆、铝框架等）的推出、以及Boise工厂的产能利用等。但我们需要找到具体的一个“收益”和其“后续”的明确描述。关键部分：管理层提到“我们最近获得了一些增量货架空间，将支持2025年的增长”，并为此投资了450万美元。这似乎是一个具体的收益（货架空间增加），并且管理层表示这将支持2025年的增长，暗示后续还有更多。但这是否是“同一来源”的后续？管理层说“这些胜利，加上上半年的双位数销售增长，为下半年提供了信心，并为2025年创造了顺风”。这似乎表明货架空间收益是刚刚实现的，并且同一来源（货架空间）将在未来继续产生增长。另外，管理层提到“我们正在接近Boise工厂第一阶段完成，并增加了一条生产线”，这暗示产能提升是正在进行的，但这是否是“收益”和“后续”？更明确的是，管理层在回答关于渠道库存和销售增长时，提到“我们继续看到双位数销售增长”，并预计未来保持中个位数增长，但这是预测而非具体已形成的业务。我们需要寻找一个具体的“刚刚实现的收益”和“同一来源的后续”的明确连接。例如，管理层提到“我们最近扩大了回收足迹，在德克萨斯州增加了一个新运营点”，这可能是收益，但后续呢？没有明确说同一来源有更多。另一个例子：管理层提到“我们的新TimberTech Composite Terrain Plus获得了奖项”，但这是产品认可，不是收益。最接近的是货架空间增加：管理层说“我们最近获得了一些增量货架空间，将支持2025年的增长”，并为此投资。这似乎是具体的收益（货架空间增加），并且管理层说这将支持2025年，暗示后续有更多。但这是否是“同一来源”的后续？是的，因为货架空间是同一来源，管理层说这些胜利为2025年创造了顺风，表明后续还有更多。但问题要求“同一来源已经明显有更多业务在形成”，管理层是否明确说“已经形成”？管理层说“这些胜利，加上上半年的双位数销售增长，为下半年提供了信心，并为2025年创造了顺风”，这似乎表明货架空间收益是刚刚实现的，并且同一来源将在未来继续产生增长。但“顺风”是预测，不是“已经形成”的具体业务。管理层没有说“我们已经获得了更多订单”或“同一客户正在要求更多”，而是说“为2025年创造了顺风”，这更像是乐观预期。另外，管理层提到“我们正在接近Boise工厂第一阶段完成，并增加了一条生产线”，这暗示产能提升是正在进行的，但这是否是“收益”和“后续”？不明确。再仔细看，管理层在讨论渠道库存时提到“我们继续看到双位数销售增长”，但这是当前状态，不是“刚刚实现的收益”。问题要求“具体的、真实的步骤前进”，例如“新业务赢得或交付”、“产品现在产生真实销售”等。货架空间增加是具体的，但管理层没有说“我们已经获得了这些货架空间”并“已经产生了销售”，而是说“我们最近获得了一些增量货架空间”，这似乎是已经发生的。然后管理层说“这些胜利……为2025年创造了顺风”，这暗示后续有更多，但“顺风”是模糊的，没有具体说“同一来源已经形成更多业务”。另一个可能：管理层提到“我们的新TimberTech Composite Terrain Plus获得了奖项”，但这不是收益。或许“Boise工厂”是收益？管理层说“我们的Boise工厂正在接近我们计划中的利用率和产量水平”，这似乎是已经实现的，但后续呢？管理层说“我们正在接近第一阶段完成”，暗示还有更多，但这是同一来源吗？是的，但管理层没有明确说“同一来源已经形成更多业务”，而是说“接近完成”，这暗示后续有更多，但“接近完成”是正在进行，不是“已经形成”。我认为最接近的是货架空间，但管理层没有明确说“同一来源已经形成更多业务”，而是说“为2025年创造了顺风”，这更像是预测。另外，管理层提到“我们最近扩大了回收足迹，在德克萨斯州增加了一个新运营点”，这可能是收益，但后续呢？没有。再考虑“渠道库存”和“销售增长”，管理层说“我们继续看到双位数销售增长”，但这是当前状态，不是“刚刚实现的收益”。或许“新产品”如“TimberTech Composite Terrain Plus”是收益，但管理层没有说它已经产生真实销售，只是说“我们正在经历一些最新产品创新的增量增长”，这暗示它已经产生增长，但后续呢？管理层没有说同一产品有更多订单。我认为答案应该是NO，因为虽然管理层提到了多个收益，但没有明确将某个具体收益与同一来源的后续业务联系起来，而是用“顺风”等模糊语言。但让我们再仔细看：管理层在讨论“货架空间”时，说“我们最近获得了一些增量货架空间，将支持2025年的增长”，并为此投资。这似乎是具体的收益，并且管理层说“这些胜利……为2025年创造了顺风”，这暗示后续有更多，但“顺风”是预测，不是“已经形成”的具体业务。问题要求“已经形成”的后续，例如“同一客户正在要求更多”或“更多订单已经到手”。管理层没有说这些。另外，管理层提到“我们正在接近Boise工厂第一阶段完成”，这暗示后续有更多，但这是同一来源吗？是的，但管理层没有说“已经形成更多业务”，而是说“接近完成”，这暗示后续有更多，但“接近完成”是正在进行，不是“已经形成”。我认为答案应该是NO，因为管理层没有明确描述一个具体的收益和同一来源的后续已经形成，而是用预测和乐观。但让我们再检查一下：管理层在回答关于销售增长时，说“我们继续看到双位数销售增长”，并

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NO The company itself is the constraint: demand outrunning its own ability to take it on, and management is spending to rai Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need to determine if management conveys that the company's own capability is the binding limit on how big it can be right now, and that they are actively spending/building/hiring/organizing NOW to raise that limit, treating the race to expand capability as central. From the transcript: Jesse Singh mentions investments in R&D, innovation, brand awareness, customer relationships, manufacturing operations. They mention new capacity, Boise facility nearing utilization, expanding recycling footprint with Texas operation. They mention shelf space gains and investing $4.5 million in fiscal Q4 to support incremental gains. They talk about capacity expansion for 2025. They mention "we are approaching completion of phase one on Boise" and "we've got an additional line coming online shortly there." They talk about "our ability to service the market" and "we feel really good about that and our ability to service the market." They mention "we are moving back into a window where our aggregate utilization is moving towards historical norms." They talk about "we've got plenty of capacity from a conversion perspective" on recycling. They mention "we are excited about the growth opportunity this adds to our fiscal year 2025 and beyond." They mention "we will continue to invest in our business, both organically and inorganically." But is there a sense that demand is pressing against their capability? They say "we continue to see the momentum, strength and resilience of AZEK business model" and "we are raising our fiscal year 2024 net sales and adjusted EBITDA outlooks." They talk about "double-digit residential sell-through growth" and "we continue to see the momentum." They mention "we are experiencing incremental growth from some of our newest product innovations." They mention "we are excited about some recent and incremental gains that will support our growth in 2025." They mention "we expect to invest approximately $4.5 million in our fiscal fourth quarter to support these incremental gains." They talk about "shelf space wins" and "channel expansion efforts." They mention "we are approaching completion of phase one on Boise" and "we've got an additional line coming online shortly there." They talk about "our ability to service the market" and "we feel really good about that and our ability to service the market." They mention "we are moving back into a window where our

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NO Already inside the gate: the company is specified into someone else's next wave, and the wave has not yet shipped Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

我们根据提供的财报电话会议记录来判断。管理层是否描述了公司已经被选定、指定、设计到另一家组织的未来产品、计划、平台、建设或标准操作流程中，并且该位置已确保，而该波次尚未到来？在电话会议中，管理层提到了“shelf space gains”（货架空间收益）、“recent and incremental gains”以及“channel wins”（渠道胜利）。具体来说，Jesse Singh说：“We also continue to benefit from our shelf space gains over the last few years in both the pro and retail channels. We are excited about some recent and incremental gains that will support our growth in 2025, drives incremental material conversion and allow us to continue to build on the brand momentum of TimberTech and AZEK. We expect to invest approximately $4.5 million in our fiscal fourth quarter to support these incremental gains, which is embedded in our updated outlook.” 以及“These wins, coupled with double-digit residential sell-through over the first six months provides confidence in our second half of the year and generates a tailwind that fiscal 2025 for us to continue to outperformed the market.” 这里描述的是公司已经获得了货架空间（即被零售商选中），这些是“recent and incremental gains”，将支持2025年的增长。管理层还提到“channel wins”和“shelf space wins”。这似乎表明公司已经被选定为某些渠道的供应商，并且这些位置已经确定，但带来的收入增长将在未来（2025年）体现。然而，这些是否属于“另一家组织的未来产品、计划、平台、建设或标准操作流程”中的位置？货架空间是零售商计划中的一部分，但这里没有明确提到是“另一家组织的未来产品”或“平台”。更像是公司自己的产品被零售商接受，但这是否是“被锁定在另一家组织的未来计划中”？可能有点类似，但需要更具体。另外，管理层提到“We are excited about some recent and incremental gains that will support our growth in 2025”，这表明这些收益尚未在2024年完全体现，而是为2025年做准备。但这是否是“已经赢得选择战，而波次尚未到来”？管理层说“we expect to invest approximately $4.5 million in our fiscal fourth quarter to support these incremental gains”，这表明他们正在为这些收益做准备，但收益本身尚未实现。然而，这些“shelf space gains”是否属于“另一家组织的未来产品、计划、平台、建设或标准操作流程”？货架空间是零售商分配的空间，但零售商本身并没有推出新产品或新计划，而是公司自己的产品被放置。这更像是普通的销售渠道安排，而不是被设计到另一家组织的未来产品中。此外，管理层没有明确说“我们已经赢得了某个大型项目的指定”，而是说“shelf space gains”和“channel wins”，这更像是常规的销售渠道扩展。另外，管理层提到“we are raising our fiscal 2024 outlook”和“we are confident in our updated and increased fiscal 2024 outlook”，这表明这些收益已经部分反映在2024年的指导中，但主要是为2025年做准备。但问题要求的是“已经赢得选择战，而波次尚未到来”，并且“该位置相对于公司规模较大，管理层正在准备”。这里管理层确实在准备（投资$4.5 million），但波次是2025年，而2024年已经有部分体现？实际上，管理层说“These wins, coupled with double-digit residential sell-through over the first six months provides confidence in our second half of the year and generates a tailwind that fiscal 2025 for us to continue to outperformed the market.” 这表明这些胜利已经对2024年下半年有帮助，并且为2025年提供顺风。但并没有明确说“这些胜利带来的收入尚未实现”，而是说它们已经部分体现。此外，管理层没有提到“另一家组织的未来产品”或“平台”，而是自己的产品在渠道中的位置。这更像是公司自己的销售增长，而不是被嵌入到另一家公司的计划中。因此，我认为这不符合“已经

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NO Two-sided intensity: both new counterparties arriving and existing ones enlarging in the same recent period Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

我们根据提供的财报电话会议记录来判断。管理层是否描述了最近期间业务从两个方向同时加强：(1) 新的付费交易对手方实际到达（新客户、账户、合作伙伴或项目实际签约、订购或开始交易），以及 (2) 现有交易对手方扩大他们获取的规模（现有账户或关系在同期内明显增加了订单、范围、数量、站点、使用量或承诺，由对手方自行选择而非仅通过提价）。在转录中，Jesse Singh 和 Peter Clifford 提到了： - 住宅业务同比增长20%，销售增长强劲。 - 新增了1000多个承包商进入忠诚度计划。 - 新产品（如Terrain Plus、水平电缆栏杆、铝框架子结构）带来增量增长。 - 新获得的货架空间（零售和专业渠道）将支持2025年的增长，并投入450万美元支持这些增量收益。 - 渠道库存健康，低于历史平均水平。 - 零售POS数据健康增长，超过专业渠道销售增长。 - 调查显示经销商和承包商情绪积极，积压订单稳定。 - 他们预计下半年毛利率和销售增长将持续。具体看是否两个方向同时存在： 1. 新客户/账户实际到达：提到了新承包商加入忠诚计划（1000多个），新零售渠道货架空间收益（shelf space gains），以及新产品的推出。这些是实际发生的活动。 2. 现有客户/关系扩大：提到了零售POS增长，专业渠道销售增长，承包商积压订单稳定，以及现有账户的持续需求。但“现有客户扩大”是否明确？在转录中，他们提到“我们的住宅业务同比增长20%”，这既可能包括新客户也包括现有客户。然而，他们特别提到了“新增承包商”和“新货架空间”，这些是新的。同时，他们提到“零售POS数据持续健康增长”，这可能是现有零售点的销售增长。但需要确认管理层的描述是否将两者作为同时发生的当前模式。管理层在讨论中强调了“我们继续看到我们的增长举措带来的增长”，并提到“我们的产品组合扩张、渠道扩张和新产品”推动了增长。他们似乎将新客户获取和现有客户增长都视为当前事实。具体到“现有客户扩大”，他们提到了“承包商积压订单稳定”，这可能意味着现有承包商继续下订单。但更明确的是，他们提到“我们最近获得的货架空间收益”和“新承包商加入”，这更多是新增。然而，他们也提到“零售POS数据持续健康增长”，这可能是现有零售点的销售增加，但可能也受到新货架空间的影响。问题要求“现有交易对手方扩大他们获取的规模”，并且“由对手方自行选择而非通过提价”。在转录中，他们提到“我们预计定价大致持平”，所以增长不是来自提价。他们确实提到了“销售增长”和“市场份额增长”。但具体是否明确描述了现有客户主动增加了订单？在转录中，Jesse 提到“我们继续看到分销和承包商需求强劲”，这可能是现有客户。然而，更明确的现有客户扩大证据是：他们提到“我们的新侧板和栏杆产品继续获得份额并推动增量增长”，这可能是因为新产品被现有客户采用。但这可能被视为新产品带来的增长。为了准确，我们需要看管理层是否明确将两个方向作为当前模式。在转录中，Jesse 说：“我们继续看到我们增长举措带来的强劲执行，住宅销售增长20%”。这说明了整体增长。然后他们具体提到新承包商、新货架空间、新产品。同时，他们也提到“零售POS数据持续健康增长”，这可能表明现有零售店的销售增长，但可能受到新货架空间影响。然而，没有明确说“现有客户增加了订单”或类似的话。他们提到“承包商积压订单稳定”，这暗示现有承包商有稳定的工作量，但未明确增加。再仔细阅读：在Q2业绩讨论中，他们提到“住宅业务净销售额增长18%”，并且“渠道库存低于历史平均”，这暗示销售强劲。但他们没有明确区分新客户和现有客户。在描述增长驱动时，他们提到了“下游材料转化计划、渠道扩张努力、新产品开发和货架空间收益”。其中“渠道扩张”涉及新渠道，“货架空间收益”涉及新货架（新位置），这可能被视为新客户（新零售点）或现有客户的新位置？但“货架空间收益”通常指在现有零售店中获得更多货架空间，这可能是现有关系的扩大，也可能是新店的加入。但在上下文中，他们提到“最近获得的货架空间收益”和“将支持2025年增长”，这似乎是已实现的事件。为了判断，我们需要看是否两者都被明确提及为“已经发生的近期事实”。在转录中，管理层提到了“我们新增了超过1000个承包商进入我们的忠诚计划”这是新客户。同时也提到“零售POS数据持续健康增长”，这可能表明现有零售点的销售增加，但不确定是否由现有客户扩大驱动。他们提到“承包商积压订单稳定”，但未说增加。他们提到“我们继续获得市场份额”，这可能是从竞争对手那里抢来的，涉及新客户。综合来看，管理层主要强调新客户获取（新承包商、新货架、新产品带来的新需求），而对现有客户扩大的描述不够具体。他们提到“我们的产品组合扩张”和“渠道扩张”，但现有客户是否“扩大”了他们的订单？在转录中，没有明确说“现有客户增加了购买量”或“现有账户增加了使用量”。他们提到“经销商和承包商情绪积极”，但这不代表实际扩大。因此，可能只看到新客户获取，而没有明确现有客户扩大。也许“零售POS增长”可以被视为现有零售店的销售增长，但那是整体的，可能包括新客户购买和现有客户重复购买。但问题要求“现有交易对手方扩大了他们的获取规模”，即同一客户增加了订单。在转录中，没有明确说明现有客户增加了订单量。他们提到“承包商积压订单稳定”，这暗示工作量稳定，没有增加。因此，我认为只体现了新客户获取，而没有明确体现现有客户扩大。所以答案应该是NO。但再确认一下：在Jesse的发言中，他提到“我们的产品组合在多个渠道的扩张”和“我们继续从新产品创新中获得增量增长”，这可能是新产品被现有客户采用，但这可能被视为现有客户扩大（他们购买新产品）。然而，这也可以被视为新客户（新产品的新用

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NO Playing offense from strength: management is choosing the harder, bigger path from a position of current momentum Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need answer YES/NO based on transcript. Need evaluate both halves. Need be careful. Need only transcript. Need determine if management conveys genuine operating momentum and using strength to go after materially bigger, already acted on. Let's parse. Company AZEK Q2 FY2024. Management says strong performance, double-digit residential sell-through, outperformed market, raising guidance. Strength now: yes. Demand strong, sell-through double digit, channel inventories healthy, retail POS healthy, sample orders up, website visits, contractor conversions up, shelf space gains, new products, recycling expansion, Boise facility nearing utilization, etc. They are executing. Second half: Are they using strength to go after materially bigger, already underway? They mention incremental shelf space gains supporting growth in 2025, investing $4.5 million in Q4 to support incremental gains, embedded in outlook. They mention new product innovations, siding/railing gaining share, ignition-resistant designation, recycling Texas operation, Boise capacity. They raise guidance. But is this "springboard to go after something materially bigger" or just continuing growth? Need assess. Question asks: "rather than protecting or merely continuing that success, is management visibly using the current strength as a springboard to go after something materially bigger, in a way that is already being acted on now?" Need answer YES only if both halves. Management's words: "We continue to execute our strategy... believe well-positioned to continue to drive above-market growth in 2025." "We expect to invest approximately $4.5 million in our fiscal fourth quarter to support these incremental gains, which is embedded in our updated outlook." "These wins, coupled with double-digit residential sell-through over first six months provides confidence in second half and generates tailwind that fiscal 2025 for us to continue to outperform the market." "We are excited about growth opportunity this adds to fiscal 2025 and beyond." Is that "materially bigger" or "more of same"? They are expanding shelf space, new products, capacity. But no explicit "step up in ambition" beyond existing strategy. They mention "long-term growth and material conversion opportunity ahead of us in both our fast-growing $14 billion core outdoor living market and in our $10 billion of near adjacent market." That's generic.

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NO Loaded but unspent: management describes real headroom it is deliberately holding and names what it intends to strike wi Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need answer YES or NO. Need evaluate transcript. Need determine if management conveys currently holding meaningful uncommitted firepower and intends to use it offensively. Let's parse. Company AZEK. Balance sheet: cash $227M, revolver $148M available, gross debt $669M, net debt $441M. They repurchased shares, remaining authorization $76M, expect active. Capital allocation priorities: invest organically/inorganically, excess cash flow repurchase shares opportunistically. Also mention capacity: Boise nearing utilization, additional line, capacity expansion. But is that "uncommitted firepower"? They have cash and revolver, but also debt. They mention "we will continue to invest in our business, both organically and inorganically. And to the extent we have excess cash flow, we will look to repurchase shares opportunistically." That is somewhat generic. Also "we expect to be active on share repurchase front for remainder of year." That is a declared use of cash for buybacks. But is headroom meaningful? They have $227M cash, $148M revolver, but gross debt $669M, net debt $441M. Not "little or no debt." They have share repurchase authorization $76M remaining. They have been buying. Is that "uncommitted firepower"? They have cash and revolver. But management doesn't frame as "firepower" or "headroom" for acquisitions. They mention inorganic opportunities in response to analyst question: "our focus is continuing to build out residential business... tuck-in acquisitions... opportunities within supply chain... recycling." But that's in Q&A, management affirms. However, is there a coherent posture with both halves? Need see if management describes real headroom already in hand and declared offensive intent attached. They have cash and revolver, but also debt. They say "we will continue to invest in our business, both organically and inorganically. And to the extent we have excess cash flow, we will look to repurchase shares opportunistically." That is generic. They also mention "we expect to be active on share repurchase front for remainder of year." That is specific use: buybacks. But is that "offensive"? Buying own stock at prices considered low? They don't say prices low. They say "opportunistically." Also they have remaining authorization $76M. But they already spent $125M year-to-date. So remaining headroom is $76M, not huge relative to market cap? Need not.

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NO Bigger than they can carry alone: management is reaching outside the company for capability it lacks, because business a Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need to determine if the transcript shows management describing the company currently going outside itself to obtain capability it lacks because business already won has outgrown what the company can do on its own. Let's examine the transcript. The call is about Q2 2024 earnings. Management discusses strong performance, raising guidance, and various initiatives. They mention investments in capacity, recycling, and channel wins. They talk about expanding manufacturing, adding a Texas-based recycling operation, and shelf space gains. They also mention investing $4.5 million in fiscal Q4 to support incremental gains from shelf space wins. But the question is specifically about reaching outside for capability because business has outgrown what they can do. Do they describe bringing in outside manufacturers, suppliers, contractors, etc., because they have too much business? Let's look for any such language. They mention "expanding our geographic recycling footprint with the addition of a new Texas-based operation." That is an internal expansion, not outsourcing. They talk about "our newer Boise decking manufacturing facility" which is their own. They mention "we are aggressively leaning into our AZEK integrated management system" which is internal. They mention "shelf space gains" and "incremental gains" but that's about distribution, not about lacking capability. They also mention "we expect to invest approximately $4.5 million in our fiscal fourth quarter to support these incremental gains" - that's investment, not outsourcing. There is no mention of contract manufacturers, outside suppliers, licensing, partnerships, or acquiring capability from outside. The only outside thing is the Texas recycling operation, but that's their own expansion. Also, the reason for any expansion is to support growth, but they are building their own capacity, not borrowing others. The question asks: "Does management describe that the company is CURRENTLY GOING OUTSIDE ITSELF TO OBTAIN CAPABILITY IT DOES NOT HAVE — bringing in outside manufacturers, suppliers, contractors, licensors, partners, operators, specialists, or acquired capability — BECAUSE the business it has already won or is already serving has outgrown what the company can do on its own?" There is no such description. They are investing in their own capacity. They are not reaching outside. Thus, the answer is NO.

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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 Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need answer YES or NO based on transcript. Need determine if management describes redirection of company's own capital/operating resources from historical activity to identifiable newer effort, with something getting less, and management treats as defining. Let's analyze. Transcript: AZEK Company, manufacturer of outdoor living products (decking, railing, exteriors). They discuss strong performance, growth initiatives, new products, shelf space gains, recycling expansion, Boise facility, etc. They mention investments in R&D, innovation, brand, customer relationships, manufacturing. They mention new product innovations: TimberTech Composite Terrain Plus, horizontal cable railing, Aluminum Framing Substructure, siding and railing products. They mention expanding recycling footprint with Texas operation. They mention Boise decking manufacturing facility nearing utilization. They mention shelf space gains supporting growth in 2025, incremental investment $4.5 million in Q4 to support these gains. They raise guidance. They discuss margin expansion initiatives. Question asks: Does management describe that company's own capital and operating resources are now being pointed somewhere different than historically? Is there a visible redirection where incremental money, capacity, people, attention flowing INTO one identifiable newer effort and AWAY from activity that historically consumed resources? Management treating reallocation as defining what company becomes? Need see if any such redirection. They talk about investments in new products, capacity, recycling, shelf space. But is there something getting less? They mention "we will continue to invest in our business, both organically and inorganically." They mention "we continue to focus on expanding our sourcing and recycling programs while lowering our conversion costs." They mention "we are approaching completion of phase one on Boise" and "additional line coming online." They mention "we have invested and will continue to invest in our core strengths." No mention of shifting away from legacy. They mention "we expect to invest approximately $4.5 million in our fiscal fourth quarter to support these incremental gains" - that's additive investment for shelf space wins. No mention of reducing investment elsewhere. They mention "we continue to execute our strategy" and "above-market growth." No redirection.

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NO Operator fluency on fresh ground: management answers probing questions about a new driver with unhesitating operational Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need to determine if the transcript shows the dynamic described: a recently emerged positive element, probed by analysts, and management responds with unhesitating granular operational command, with follow-up exchanges adding specific operational substance, and conveying that the element's contribution is still early. The question asks: "On this call, when analysts probe a RECENTLY EMERGED positive element of the business — something whose meaningful contribution began only within roughly the last few quarters — does management respond with UNHESITATING, GRANULAR OPERATIONAL COMMAND: answering follow-up questions about that new element with specific, present-tense working detail... while conveying that the element's contribution to the reported results is still early?" We need to identify if there is such an element. The call discusses several things: strong residential sell-through, new product innovations, shelf space gains, recycling expansion, etc. But the question specifically asks about a "recently emerged positive element" that analysts probe. The analysts ask about various things: sell-through deceleration, new business wins, margin expansion, etc. One candidate: the "new business wins" or "shelf space gains" that management mentions. Jesse Singh says: "We also continue to benefit from our shelf space gains over the last few years in both the pro and retail channels. We are excited about some recent and incremental gains that will support our growth in 2025, drives incremental material conversion and allow us to continue to build on the brand momentum of TimberTech and AZEK. We expect to invest approximately $4.5 million in our fiscal fourth quarter to support these incremental gains, which is embedded in our updated outlook." Analysts ask about these wins. For example, Tim Wojs asks: "Maybe just to start on some of the new business wins that you talked about Jesse. I guess is there any way to kind of ring-fence or kind of size what the incremental business is? At a similar to what you've seen over the last couple of years? Or is there anything in there that's kind of new?" Jesse responds: "As we've highlighted in our prepared remarks, the wins are really both in retail and in the Pro. I think from a sizing standpoint, as we look at next year, it is the first time we've called out some incremental costs associated with that transition.

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NO Winning more per swing than they used to — and the change is recent, real, and still playing out Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need to determine if management conveys a recent improvement in converting opportunities into actual won business, with all three parts: self-comparison showing improved conversion, evidence already banked, and improvement still in force. Let's analyze the transcript. Management discusses strong performance, growth, shelf space gains, etc. But do they explicitly compare current conversion rates to their own past? They mention "shelf space gains" and "incremental gains" and "recent and incremental gains that will support our growth in 2025" and "we are excited about some recent and incremental gains" and "we expect to invest approximately $4.5 million in our fiscal fourth quarter to support these incremental gains." They also mention "we continue to benefit from our shelf space gains over the last few years" and "we are excited about some recent and incremental gains." But is there a self-comparison showing improved conversion? They don't say "our win rate is higher than before" or "we are now landing more than we used to." They talk about growth and gains, but not a contrast with their own prior conversion rate. They mention "we have had strong double-digit sell-through growth" and "we continue to see the momentum" but that's about demand, not conversion. They also mention "we are raising our fiscal 2024 outlook" and "we have increased visibility to our margins." But the specific phenomenon of improved conversion (winning more often, faster, bigger) is not explicitly contrasted with their own past. They do mention "shelf space wins" and "channel wins" but they don't say "we used to lose these, now we win them" or "our conversion rate has improved." They say "we are excited about some recent and incremental gains" but that's not a self-comparison. Also, the evidence is real (they mention specific wins like shelf space gains, new product innovations, etc.) but the improvement is not presented as a change from their own prior rate. They also say "we continue to execute our strategy" and "we are well-positioned" but not that conversion has improved. The question asks: "does management convey that the company has RECENTLY BEGUN CONVERTING ITS OPPORTUNITIES INTO ACTUAL WON BUSINESS AT A CLEARLY HIGHER RATE OR SCALE THAN ITS OWN RECENT PAST" - I don't see that. They talk about growth and gains, but not a comparison to their own past conversion rate.

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NO Doors opening at the company's own gates: dependent parties now grant the company better-than-history treatment Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need to determine if management describes any dependency gate being opened with unusual ease or generosity. The transcript discusses shelf space gains, channel wins, recycling expansion, etc. But are these "gates" being opened by parties that supply, serve, host, approve, certify, finance, or enable the company? The shelf space gains are from retailers (customers? Actually retailers are customers, but they also serve as gatekeepers for access to consumers. However, the question specifies "parties the company DEPENDS ON in order to operate or grow — those whose ordinary role is to supply, serve, host, approve, certify, finance, or enable the company, rather than to buy from it". Retailers buy from the company, so they are customers, not suppliers. The question explicitly says "rather than to buy from it". So retailers are buyers, not gatekeepers in the sense of suppliers. The company's growth depends on retailers, but they are customers. The question says "parties the company DEPENDS ON in order to operate or grow" but then clarifies "those whose ordinary role is to supply, serve, host, approve, certify, finance, or enable the company, rather than to buy from it". So retailers are excluded because they buy from the company. The shelf space gains are from retailers, so that's not a gatekeeper in the defined sense. What about the recycling expansion? That's the company's own operations. The Texas-based operation is the company's own expansion, not a third party granting access. The ignition-resistant designation from California State Fire Marshal is a certification. That is a certifier/regulator. Does management describe that as a departure from ordinary course? They say "We're the first in the composite decking industry to receive an ignition-resistant designation from California State Fire Marshal." That is a certification that they obtained. Is that a gate being opened with unusual ease? It's a certification that they achieved, but it's not described as being granted with unusual ease or generosity. It's a product feature they earned. The question asks if the gatekeeper is treating the company noticeably better than its own history or ordinary course. The certification is a one-time achievement, not a change in treatment. Also, it's not about the company's trajectory being recognized by a gatekeeper in a way that departs from ordinary course.

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NO Outsized outside commitment, delivery just starting Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need answer only YES or NO. Need evaluate transcript. Need determine if management describes outside parties recently committed real business large relative to company, conversion started but mostly ahead. Transcript: AZEK Q2 2024. Management discusses strong performance, shelf space gains, channel wins. They mention "recent and incremental gains" in pro and retail channels that will support growth in 2025, invest $4.5 million in Q4 to support these incremental gains. They say "We are excited about some recent and incremental gains that will support our growth in 2025, drives incremental material conversion and allow us to continue to build on the brand momentum." Also "shelf space wins and expansion in both the pro and retail channel." "These wins, coupled with double-digit residential sell-through over the first six months provides confidence in the second half of the year and generates a tailwind that fiscal 2025 for us to continue to outperformed the market." "incremental investment related to recent retail and Pro channel wins, which will show in the gross margin rate as a reduction in sales." "We are excited about the growth opportunity this adds to our fiscal year 2025 and beyond." "some of the incremental positions that we gain give us a lot of confidence to be able to really articulate that we're in a good position to continue to outgrow the market by 5%." "we've had a really balanced execution of increasing our position in the market on both the pro and on the retail side. And obviously, we've highlighted that that will continue into 2025." "we've had some meaningful step ups in SG&A investment... expansion of product portfolio... new products... shelf space gains." Question: Does management describe that one or more OUTSIDE PARTIES have RECENTLY committed real business TO the company that is LARGE RELATIVE TO THE COMPANY'S CURRENT SIZE, with that committed business ALREADY BEGINNING to convert but still mostly ahead of the reported results? Need answer YES if all three. Let's parse. (1) Commitment real and already made by other side. Management mentions "shelf space gains" and "recent and incremental gains" in pro and retail channels. Shelf space gains are commitments by retailers/distributors to allocate space. They are actual wins, not just interest. They mention "recent and incremental gains" that will support growth in 2025.

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NO Cash cost of the wait: management is funding a defined waiting period whose end is already scheduled Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need to determine if the transcript describes a situation where the company is currently paying for something not yet earning, with a specific near-dated event that ends the wait, and management treats it as the main current work. Let's examine the transcript. Key points: The company raised guidance, had strong performance. There is mention of "incremental investment related to recent retail and Pro channel wins" of $4.5 million in fiscal Q4, which will show in gross margin rate as a reduction in sales. This is for shelf space gains that will support growth in 2025. So they are investing now for future gains. But is that a "waiting period" where they are paying for something not yet earning? They are paying for shelf space wins, which will benefit 2025. The cost is $4.5 million in Q4. That is a current cost for future benefit. But is it a defined waiting period with a specific near-dated event? The benefit is for 2025, but the event is not a single crossing; it's ongoing. Also, they are not describing it as the main current work; they are describing it as an investment. Also, they are not saying they are in a gap; they are performing well. Another point: The Boise decking manufacturing facility is nearing utilization and production levels planned for initial build-out phase. That is a facility that was built and is now ramping. But is it currently costing them without earning? They are ramping up, so it is earning but not at full capacity. They mention "we are approaching completion of phase one on Boise" and "additional line coming online shortly." That suggests they are still investing in capacity, but they are already producing. The cost of the facility is already incurred, but they are not describing a current burden of paying for something not yet earning. They are describing it as a positive. The investigation and restatement: That is a one-time accounting issue, not a waiting period. The company is raising guidance, so they are not in a depressed state. They are not describing a self-funded interval before a specific arrival. The $4.5 million investment is for shelf space wins that will benefit 2025, but that is a normal investment for growth, not a defined waiting period with a near-dated event. Also, they are not saying they are paying for something that hasn't arrived; they are paying for shelf space that will yield sales later.

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NO Bigger keys handed over: the work customers now entrust has outgrown the work the company historically received Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need answer only YES or NO. Need determine from transcript if management describes being entrusted with materially larger/more central class of work than historically, step-up in scale/consequence already visible in actual business won/performed today. We need parse transcript. Company AZEK, building products. Management discusses strong performance, growth, shelf space gains, new product innovations, channel wins. They mention "incremental gains" supporting growth in 2025, "shelf space wins" in pro and retail. They mention "recent and incremental gains" and "invest approximately $4.5 million in fiscal Q4 to support these incremental gains." They say "some of our recent shelf space wins." They say "impact from shelf space wins and expansion in both pro and retail channel. These wins, coupled with double-digit residential sell-through over first six months provides confidence... and generates tailwind that fiscal 2025..." They mention "new business wins" in Q&A. Asked "size the incremental business" Jesse says "As we've highlighted in our prepared remarks, the wins are really both in retail and in the Pro. I think from a sizing standpoint, as we look at next year, it is the first time we've called out some incremental costs associated with that transition. And I think as we look at 2025, I would think some of the incremental positions that we gain give us a lot of confidence to be able to really articulate that we're in a good position to continue to outgrow the market by 5%. So we're not sizing it specifically but clearly it's something that is probably a bit larger than what we've talked about in the past and really sets us up for 2025." Question asks: Does management describe that company is NOW BEING ENTRUSTED WITH MATERIALLY LARGER OR MORE CENTRAL CLASS OF WORK THAN HISTORICALLY RECEIVED — step-up in scale/consequence relative to what company used to be given — already visible in actual business won/performed today? Need decide. The transcript talks about shelf space gains, channel wins, incremental positions, "something that is probably a bit larger than what we've talked about in the past." Is that "entrusted with materially larger or more central class of work"? It's about shelf space and channel wins, not necessarily larger projects/orders/mandates. It's about distribution expansion, not customers entrusting larger class of work.

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NO Small company already selling a lot to one hot market — management describes riding an outside spending wave far bigger Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need answer YES/NO. Need analyze transcript. Need determine if management describes current business tied to one specific external spending surge/build-out/adoption wave set by others, early/accelerating, company already materially levered, share small. Need use only transcript. We need parse call. AZEK company makes decking, railing, exteriors. They discuss strong demand, residential sell-through double-digit, market share gains, new products, shelf space wins, recycling, etc. Is there a named outside wave? They mention "material conversion" from wood to composite? "fast-growing $14 billion core outdoor living market and $10 billion near adjacent market." They mention wildfire risk? "46 million homes across 70,000 communities at risk from wildfires" and products can help increase resistance. But is that a spending wave? No, not really. They mention "R&R market flattish", "interest rates", "building season". No specific external spending surge. They mention "shelf space gains" and "retail and Pro channel wins" - that's company's own execution, not outside wave. They mention "ignition-resistant designation" from California State Fire Marshal, but not a government program spending. They mention "recycling" expansion, but internal. They mention "new product innovations" and "capacity" - self-help. They mention "channel inventories below historical averages" - not wave. They mention "material conversion" as long-term growth opportunity, but not a named external surge with momentum? Let's examine. Question asks: "On this call, does management describe that a large and identifiable share of the company's CURRENT business is already tied to ONE specific external spending surge, build-out, or adoption wave happening in its customers' world right now — a wave whose scale and pace are set by parties OTHER than this company (its customers, an industry, or a government/institutional program) — and does management convey that this wave is still early or accelerating, so that the company's own volumes from it are expected to keep climbing well beyond current levels?" Need answer YES only if all three. Likely NO. Need be careful: They mention "material conversion" from wood to composite decking. Is that an adoption wave? It is a long-term trend in end market, but management doesn't describe as "surge" happening right now with scale/pace set by others.

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NO Conviction backed by things in hand: management stakes the next leg of growth on evidence it already possesses, not cond Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need to determine if management expresses clear conviction about a step-up ahead and grounds it in concrete things already in hand or happening. Let's analyze the transcript. Key points from management (Jesse Singh and Peter Clifford): - They raised fiscal 2024 outlook due to strong performance, double-digit residential sell-through growth. - They mention "momentum, strength and resilience" and "results ahead of planning assumptions." - They discuss shelf space gains, new product innovations, recycling expansion, Boise facility nearing utilization. - They mention "incremental gains that will support our growth in 2025" and "invest approximately $4.5 million in our fiscal fourth quarter to support these incremental gains." - They say "we are raising our fiscal 2024 outlook" and "we are confident in our updated and increased fiscal 2024 outlook." - They talk about "double-digit sell-through growth" and "channel inventories are healthy and remain below historical averages." - They mention "we continue to be optimistic about our ability to drive above-market growth and margin expansion." - They say "we are well-positioned to continue to drive above-market growth in 2025." But is there a clear conviction about a step-up to a meaningfully higher level over coming quarters? They are raising guidance for fiscal 2024, but that's for the current year. They mention 2025 growth. However, the question asks about "coming quarters" and "meaningfully bigger, busier, or stronger over roughly the coming year." They do express confidence in 2025, but is it a step-up? They say "we are well-positioned to continue to drive above-market growth in 2025." That's continuation, not necessarily a step-up. They also mention "shelf space wins" that will support growth in 2025. They have concrete things: shelf space gains, new products, capacity expansion, recycling operations. But do they explicitly state that the business is stepping up to a higher level? They say "we are raising our fiscal 2024 outlook" and "we are confident in our updated and increased fiscal 2024 outlook." That's for the current year, not necessarily a step-up beyond that. They also mention "we expect to invest approximately $4.5 million in our fiscal fourth quarter to support these incremental gains, which is embedded in our updated outlook." That suggests they are investing for future growth.

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NO Small company, disproportionate current wins: the period's actual events are big relative to the enterprise Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need to determine if management describes specific business events that actually occurred in or around the recent period that are large relative to the company's own current size, with management conveying the disproportion, and that these events have contributed only partially to reported results with most effect ahead. From the transcript, management discusses "shelf space gains" and "recent and incremental gains" in both pro and retail channels. They mention investing $4.5 million in fiscal Q4 to support these gains, which are embedded in the outlook. They say these wins will support growth in 2025 and drive incremental material conversion. They also mention "recent shelf space wins" and "incremental gains" that will support growth in 2025. They say "We are excited about some recent and incremental gains that will support our growth in 2025, drives incremental material conversion and allow us to continue to build on the brand momentum." They also mention "the impact from shelf space wins and expansion in both the pro and retail channel. These wins, coupled with double-digit residential sell-through over the first six months provides confidence in our second half of the year and generates a tailwind that fiscal 2025 for us to continue to outperformed the market." Are these events large relative to the company's size? The company is large (revenue ~$1.4B). The $4.5 million investment is small relative to that. The shelf space wins are not quantified. Management does not explicitly say these are the largest or most significant, nor do they compare to the scale of the business. They mention "incremental gains" and "shelf space wins" but do not convey disproportion. They also say "some of our newest product innovations" but that's normal. The events seem to be part of their ordinary growth strategy. They also mention "we expect to invest approximately $4.5 million" which is small. So it's not large relative to size. Also, they say "These wins, coupled with double-digit residential sell-through over the first six months provides confidence in our second half of the year and generates a tailwind that fiscal 2025" - so they are partially reflected? They say the wins will support growth in 2025, so most effect ahead. But the size is not large relative to the company. The company is already large, and these are incremental wins. So answer NO.

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NO Room to run: management says the company can multiply inside demand it already holds, with no gate named Q2 2024 · archived research check

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

NOQ2 2024 · 2024-05-08

We need to determine if management conveys that the company could become several times its current size without needing anything outside its control to change, and whether they frame this headroom as central. From the transcript: Jesse Singh mentions "long-term growth and material conversion opportunity ahead of us in both our fast-growing $14 billion core outdoor living market and in our $10 billion of near adjacent market." That's a TAM statistic, but does it indicate they already own access? They talk about "expansion of our product portfolio" and "share gains" but not specifically that they are underpenetrated in existing accounts or have capacity to multiply. They mention "shelf space gains" and "channel wins" but that's about gaining new shelf space, not necessarily already owned. They also mention "we are well positioned to achieve our adjusted EBITDA margin objective of 27.5% earlier than planned and continue to invest to deliver 5% to 7% above market growth." That's growth above market, not necessarily multiplication to several times size. The question asks: does management convey that the company could become several times its current size without needing anything outside its control to change? They talk about "material conversion" but that's about converting from wood to composite, which is a market trend, not something they already own. They mention "we have invested and will continue to invest in our core strengths" but no specific headroom like "we only serve 10% of our existing customers' needs" or "we have capacity to double production." They do mention "our newer Boise decking manufacturing facility is also nearing the utilization and production levels we had planned for its initial build-out phase." That suggests they have capacity, but they are nearing planned utilization, not underutilized. They also mention "we are aggressively leaning into our AZEK integrated management system to improve efficiency" but that's improvement, not multiplication. The key is whether they frame the company as small relative to what it can already reach. They mention "long-term growth" but not that they are a fraction of their potential. They talk about "5% to 7% above market growth" which is incremental, not multiplication. Thus, the answer is NO. They do not describe a path to becoming several times larger through already-owned headroom.

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Showing the latest 18 of 227 archived research questions.

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

Past calls

AZEK call history

Open a quarter only when you want its detailed evidence.

B Q4 2024 · Solid call · 2024-11-19Management held guidance steady against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.

Guidance: maintainedDemand: acceleratingMargins: expandingBacklog: stablePricing: stableCapex: flat⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts

Candor 7/9

Specificity 8/9

Evasion 2/9

Confidence 8/9

Uncertainty 3/9

Promotion 6/9

Stress 1/9

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?

NO 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?

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

NO Are deferred revenue or customer prepayments growing?

NO Is consolidation happening among their peers?

NO Is a founder still running the company?

NO Does the final speaker sound like they are summarizing a finished story?

NO Is a fast-growing segment obscured by a declining one?

NO Does the CFO speak more than the CEO?

NO Does the call read rehearsed rather than lived?

B+ Q3 2024 · Strong call · 2024-08-07Management raised guidance against mixed demand signals and expanding margins. The delivery was unusually candid, rich in specifics.

Guidance: raisedDemand: mixedMargins: expandingBacklog: stablePricing: stableCapex: flat⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts⚑ Reads rehearsedHidden segment

Candor 7/9

Specificity 8/9

Evasion 2/9

Confidence 8/9

Uncertainty 4/9

Promotion 6/9

Stress 2/9

Complexity 3/9

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?

NO 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?

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?

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?

B+ Q2 2024 · Strong call · 2024-05-08Management raised guidance against steady demand and expanding margins. The delivery was unusually candid, rich in specifics.

Guidance: raisedDemand: stableMargins: expandingBacklog: stablePricing: stableCapex: flat⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts⚑ Reads rehearsedCFO dominates

Candor 7/9

Specificity 8/9

Evasion 1/9

Confidence 8/9

Uncertainty 2/9

Promotion 5/9

Stress 4/9

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?

NO 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?

YES Does the CFO speak more than the CEO?

YES Does the call read rehearsed rather than lived?

A Q1 2024 · Exceptional call · 2024-02-06Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.

Guidance: raisedDemand: acceleratingMargins: expandingBacklog: stablePricing: stableCapex: flat✓ Clean call✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Volume step-up aheadHidden segment

Candor 7/9

Specificity 8/9

Evasion 2/9

Confidence 8/9

Uncertainty 4/9

Promotion 4/9

Stress 1/9

Complexity 3/9

View the 20 core call-quality checks

YES Would a skeptical short-seller find this call reassuring?

YES Would a careful investor underwrite management's guidance?

YES Is management's confidence proportionate to the evidence presented?

YES Does the call resolve more doubts than it creates?

NO Is there something a critic could fairly use against the company?

NO Is a claimed advantage dependent on scale they lack?

NO Does an obvious question remain unanswered?

NO Is a product early in its life but growing very fast?

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

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

YES Are high fixed costs currently underutilised?

NO Is pricing recovering from a depressed level?

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?

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

YES Does the CFO speak more than the CEO?

NO Does the call read rehearsed rather than lived?

A Q4 2023 · Exceptional call · 2023-11-28Management held guidance steady against steady demand and expanding margins. The delivery was unusually candid, rich in specifics, relaxed under questioning.

Guidance: maintainedDemand: stableMargins: expandingBacklog: stablePricing: stableCapex: flat✓ Clean call✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts

Candor 7/9

Specificity 8/9

Evasion 1/9

Confidence 8/9

Uncertainty 4/9

Promotion 5/9

Stress 1/9

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?

NO Is there something a critic could fairly use against the company?

NO Is a claimed advantage dependent on scale they lack?

NO Does an obvious question remain unanswered?

NO 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?

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?

A Q3 2023 · Exceptional call · 2023-08-08Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics.

Guidance: raisedDemand: acceleratingMargins: expandingBacklog: stablePricing: stableCapex: decreasing✓ Clean call✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Volume step-up aheadHidden segment

Candor 7/9

Specificity 8/9

Evasion 2/9

Confidence 8/9

Uncertainty 2/9

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?

NO Is there something a critic could fairly use against the company?

NO Is a claimed advantage dependent on scale they lack?

NO Does an obvious question remain unanswered?

NO Is a product early in its life but growing very fast?

NO Do they serve a small fraction of their addressable customers?

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

YES Are high fixed costs currently underutilised?

NO Is pricing recovering from a depressed level?

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

NO Are deferred revenue or customer prepayments growing?

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?

B Q1 2023 · Solid call · 2023-05-07Management held guidance steady against mixed demand signals and expanding margins. The delivery was unusually candid, rich in specifics.

Guidance: maintainedDemand: mixedMargins: expandingBacklog: stablePricing: stableCapex: decreasing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubtsHidden segmentDirection beats results

Candor 7/9

Specificity 8/9

Evasion 2/9

Confidence 7/9

Uncertainty 5/9

Promotion 5/9

Stress 2/9

Complexity 3/9

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?

NO 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?

View 11 earlier calls

Call	Date	Grade	Guidance	Demand	Margins	Candor	Evasion
Q1 2023	2023-02-08	C	maintained	stable	contracting	7/9	4/9
Q4 2022	2022-11-29	C	lowered	slowing	contracting	8/9	2/9
Q3 2022	2022-08-06	C	lowered	slowing	contracting	7/9	2/9
Q2 2022	2022-05-10	C	lowered	stable	contracting	7/9	4/9
Q1 2022	2022-02-03	C	maintained	stable	contracting	6/9	4/9
Q4 2021	2021-11-18	C+	maintained	accelerating	contracting	7/9	3/9
Q3 2021	2021-08-12	C+	raised	accelerating	contracting	7/9	4/9
Q2 2021	2021-05-13	B+	raised	accelerating	expanding	7/9	3/9
Q1 2021	2021-02-11	A	raised	accelerating	expanding	7/9	2/9
Q4 2020	2020-12-03	A	raised	accelerating	expanding	7/9	3/9
Q3 2020	2020-08-13	B	raised	accelerating	expanding	7/9	4/9

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