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SPT · Earnings-call lab · 25 calls graded · 2020–2026

Sprout Social, 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
25calls analyzed
2020–2026coverage
NEWESTQ2 2026 call
2026-08-13 · 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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OPENQ3 2025 call
2025-11-05 · 1 analysts · 2 questions · 500 / 500 checks
Free · full reportThe quarter before the newest
B
Call grade · Better than 59% of 177,437 calls
Solid call. Management raised guidance against steady demand and expanding margins. The delivery was rich in specifics, promotional in tone.
Management toneResultTypical range · middle half of all callsFlag
Candor6 /9
—
Evasion3 /9
—
Specificity7 /9
—
Confidence8 /9
—
Uncertainty3 /9
—
Promotion7 /9
H
Stress2 /9
—
Complexity3 /9
—
Since the quarter before · Q1 2025 → Q3 2025
Guidance raisedDemand stableMargins expandingPricing stableBacklog growingHeadcount growing⚑ Critic ammunition✓ Skeptic reassured⚑ Question left hanging✓ Guidance underwritable✓ Resolves doubts✓ Prepayments growing
Notable checks detected
  • Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page?
  • Does the CEO personally answer more questions than any other executive?
  • Does an executive state a specific numeric percentage when answering a question?
  • Does an analyst ask a question spanning more than five sentences?
Lab panel · Q3 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.25 mentions
typical 0–0
H
"Great question"Management praising a question before answering it.0 times
typical 0–1
—
Thank-yousEvery thanks on the call, in both directions.14 times
typical 13–31
—
BuzzwordsSynergies, headwinds, flywheels, best-in-class and friends.3.4 /1k words
typical 0.6–1.8
H
HedgesSort of, kind of, roughly, I think, probably.4.8 /1k words
typical 5.5–10.5
—
SuperlativesRecord, unprecedented, tremendous, incredible.3.1 /1k words
typical 0.3–1.2
H
Outside forcesMacro, weather, currency, tariffs, supply chain.1 mentions
typical 1–9
—
Stonewalls"Not going to comment", "we don't break that out".0 times
typical 0–0
—
NumbersFigures per thousand words of management speech. Low means vague.22.8 /1k words
typical 21.2–35.3
—
"Excited"Excited, exciting, thrilled.6 times
typical 0–3
H
Script shareShare of the call spent on prepared remarks rather than questions.79% % of call
typical 35%–55%
H
CEO shareHow much of the talking the CEO did.82% % of mgmt words
typical 29%–68%
H
Longest answerThe longest single management answer in the Q&A.279 words
typical 249–461
—
Reading levelFlesch–Kincaid grade level of management answers.7.2 US grade
typical 7.6–9.6
—
Behaviour · from the 500 checksDetectedTypical range · middle half of all callsFlag
FlatteryCompliments, thank-yous and first names between analysts and management.24 of 49
typical 16–30
—
DodgingQuestions declined, deferred or answered with a different question.4 of 15
typical 5–9
—
BlameResults attributed to weather, macro, currency or other outside forces.12 of 27
typical 3–12
—
HypeSuperlatives and excitement in management language.10 of 11
typical 2–8
H
Analyst pushbackHow hard the analysts pressed: follow-ups, two-part questions, challenges.4 of 22
typical 5–10
—
ConfessionAdmissions, apologies and self-corrections.0 of 11
typical 1–5
—
Call theaterStage management: operator mechanics, scripted cues, "color".10 of 33
typical 12–19
—
Capital returns talkAttention paid to buybacks, dividends, M&A and the balance sheet.0 of 7
typical 1–5
—
Counts are literal: "AI mentions" is the number of times management said it. Behaviour indices count how many checks in a themed group came back YES. Rankings across all companies →
Full transparency

All 500 AI checks

Q3 2025 · 500 checks

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

500checked
193detected
307not 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
NO Does anyone use "historically" or "traditionally" while defending a current practice? Activist · seen in 28.6% of calls
How to read this NO

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

Transcript-only check Detected in 28.6% of calls 83.7% repeat consistency
NO Is a departure, transition, or role change mentioned only in passing without a thank-you or tribute? Activist · seen in 10% of calls
How to read this NO

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

Transcript-only check Detected in 10% of calls 91% repeat consistency
NO Does anyone reference a private conversation ("as I told...", "as we discussed offline")? Activist · seen in 18% of calls
How to read this NO

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

Transcript-only check Detected in 18% of calls 85% repeat consistency
NO Does the transcript contain the phrase "next question" at least twice? Air Traffic · seen in 83.8% 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 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
NO 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 NO

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

Transcript-only check Detected in 89.5% of calls 94% repeat consistency
NO Does the CEO answer a question personally after another executive initially responds? Air Traffic · seen in 58% of calls
How to read this NO

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

Transcript-only check Detected in 58% of calls 90% repeat consistency
NO Does any speaker use the phrase "if you look at" at least twice? Air Traffic · seen in 35.1% of calls
How to read this NO

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

Transcript-only check Detected in 35.1% of calls 90% repeat consistency
YES Does any analyst preface a question by summarizing the company's stated results? Air Traffic · seen in 75.4% of calls
How to read this YES

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

Transcript-only check Detected in 75.4% of calls 80.6% repeat consistency
NO Does any speaker use the word "obviously" at least twice? Air Traffic · seen in 55.8% of calls
How to read this NO

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

Transcript-only check Detected in 55.8% of calls 83.8% repeat consistency
YES Does anyone say "guidance" in the same sentence as a specific number? Air Traffic · seen in 56.4% of calls
How to read this YES

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

Transcript-only check Detected in 56.4% of calls 90.3% repeat consistency
YES Does any analyst say "congrats" or "congratulations" to management? Air Traffic · seen in 35.8% of calls
How to read this YES

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

Transcript-only check Detected in 35.8% of calls 99.7% repeat consistency
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
NO Does any analyst name two or more executives when asking their question? Air Traffic · seen in 35.1% of calls
How to read this NO

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

Transcript-only check Detected in 35.1% of calls 86.9% repeat consistency
YES Does the word "outperform," "outperformance," or "beat" appear? Air Traffic · seen in 31.7% of calls
How to read this YES

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

Transcript-only check Detected in 31.7% of calls 95.7% repeat consistency
YES Does anyone say "the environment" when describing market conditions? Air Traffic · seen in 51.5% of calls
How to read this YES

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

Transcript-only check Detected in 51.5% of calls 83.9% repeat consistency
YES Does any executive use the word "momentum" at least twice? Air Traffic · seen in 29.5% of calls
How to read this YES

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

Transcript-only check Detected in 29.5% of calls 97.3% repeat consistency
YES Does an executive begin an answer with "Great question," "Thanks," or "Appreciate"? Air Traffic · seen in 46% of calls
How to read this YES

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

Transcript-only check Detected in 46% of calls 88.3% repeat consistency
YES Does the CFO use the phrase "adjusted" or "non-GAAP" at least three times? Air Traffic · seen in 51.6% of calls
How to read this YES

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

Transcript-only check Detected in 51.6% of calls 96.9% repeat consistency
YES Does any speaker say "thank you" more than three times? Air Traffic · seen in 78.4% of calls
How to read this YES

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

Transcript-only check Detected in 78.4% of calls 80.1% repeat consistency
YES Does any speaker say "with that" as a transition phrase? Air Traffic · seen in 76.4% of calls
How to read this YES

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

Transcript-only check Detected in 76.4% of calls 99% repeat consistency
NO Does anyone use the phrase "on a comparable basis" or "adjusted for"? Air Traffic · seen in 17.6% of calls
How to read this NO

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

Transcript-only check Detected in 17.6% of calls 92.6% repeat consistency
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
NO Does an executive mention the weather? Bankruptcy · seen in 26.1% of calls
How to read this NO

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

Transcript-only check Detected in 26.1% of calls 96% repeat consistency
NO Does anyone describe a negotiation currently in progress? Bankruptcy · seen in 31.5% of calls
How to read this NO

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

Transcript-only check Detected in 31.5% of calls 90% repeat consistency
NO Does an executive describe a competitor with anything resembling respect? Bankruptcy · seen in 13.2% of calls
How to read this NO

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

Transcript-only check Detected in 13.2% of calls 90% repeat consistency
NO Does the operator announce more than ten questioners in the Q&A? Clinical Trial · seen in 21.8% of calls
How to read this NO

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

Transcript-only check Detected in 21.8% of calls 98% repeat consistency
YES Does anyone use the phrase "kind of" at least twice? Clinical Trial · seen in 75.9% of calls
How to read this YES

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

Transcript-only check Detected in 75.9% of calls 87.5% repeat consistency
NO Does any question include the word "color"? Clinical Trial · seen in 59.8% 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 59.8% of calls 92.3% repeat consistency
YES Does the CEO deliver the opening remarks rather than the CFO or IR head? Clinical Trial · seen in 87% of calls
How to read this YES

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

Transcript-only check Detected in 87% of calls 91.6% repeat consistency
NO Does anyone say "if I may" or "if you don't mind"? Clinical Trial · seen in 16.3% of calls
How to read this NO

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

Transcript-only check Detected in 16.3% of calls 99.7% repeat consistency
YES Does any executive's first sentence include the word "revenue"? Clinical Trial · seen in 11.4% of calls
How to read this YES

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

Transcript-only check Detected in 11.4% of calls 84.8% repeat consistency
NO Does an analyst use the word "clarification" or "clarify" in a question? Compliance · seen in 29.5% of calls
How to read this NO

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

Transcript-only check Detected in 29.5% of calls 97.3% repeat consistency
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
NO Does the CFO use the word "sequential" or "sequentially" at least once? Compliance · 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 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
NO Does the word "journey" appear? Con Artist · 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 99.7% repeat consistency
NO 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 NO

The model did not 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 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
NO 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 NO

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

Transcript-only check Detected in 88.1% of calls 97.3% repeat consistency
YES Does the word "growth" appear at least ten times? Courtroom · seen in 69.4% of calls
How to read this YES

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

Transcript-only check Detected in 69.4% of calls 94.3% repeat consistency
YES Does anyone use the phrase "a couple of"? Courtroom · seen in 81% of calls
How to read this YES

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

Transcript-only check Detected in 81% of calls 93.6% repeat consistency
NO Does an analyst ask about capital allocation or buybacks? Courtroom · seen in 46.3% of calls
How to read this NO

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

Transcript-only check Detected in 46.3% of calls 90.9% repeat consistency
YES Does management use the word "strong" at least three times? Courtroom · seen in 83.2% of calls
How to read this YES

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

Transcript-only check Detected in 83.2% of calls 98.3% repeat consistency
YES Does an executive use the phrase "we're seeing" at least twice? Courtroom · seen in 53.4% of calls
How to read this YES

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

Transcript-only check Detected in 53.4% of calls 87.5% repeat consistency
YES Does the word "opportunity" appear at least three times? Courtroom · seen in 77.2% of calls
How to read this YES

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

Transcript-only check Detected in 77.2% of calls 93.3% repeat consistency
NO Does management use the word "confident" or "confidence" at least twice? Courtroom · seen in 53.4% of calls
How to read this NO

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

Transcript-only check Detected in 53.4% of calls 96.3% repeat consistency
YES Does the phrase "record" appear at least twice in the transcript? Courtroom · seen in 34.9% of calls
How to read this YES

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

Transcript-only check Detected in 34.9% of calls 93.3% repeat consistency
YES Does the word "team" appear at least twice? Courtroom · seen in 72% of calls
How to read this YES

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

Transcript-only check Detected in 72% of calls 93.9% repeat consistency
NO Does management promise to follow up or take a question offline? Courtroom · seen in 18.2% of calls
How to read this NO

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

Transcript-only check Detected in 18.2% of calls 85.5% repeat consistency
YES Does any speaker say "we're excited about" or "we're pleased with"? Courtroom · seen in 62% of calls
How to read this YES

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

Transcript-only check Detected in 62% of calls 82.3% repeat consistency
NO Do two or more analysts from the same firm ask questions? Courtroom · seen in 11.5% of calls
How to read this NO

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

Transcript-only check Detected in 11.5% of calls 96.3% repeat consistency
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
NO Does anyone say "thank you" more than five times in total? Courtroom · seen in 87.2% 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 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
NO Does the operator use the phrase "next question" at least three times? Debate · seen in 75.2% 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 75.2% of calls 97.3% repeat consistency
NO Does any analyst mention a specific percentage figure in their question? Debate · seen in 66.3% 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 66.3% of calls 93.3% repeat consistency
NO 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 NO

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

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
NO Does the CEO answer the majority of analyst questions personally? Debate · seen in 66.9% 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 66.9% of calls 91.6% repeat consistency
NO 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 NO

The model did not 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 89.6% repeat consistency
NO Does the CFO speak during the Q&A portion at least twice? Debate · seen in 80.6% 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 80.6% of calls 98.3% repeat consistency
NO Does any question reference a specific quarter (e.g., "fourth quarter") by name? Debate · seen in 76.2% 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 76.2% of calls 92.3% repeat consistency
NO Does the operator interrupt the Q&A to announce time is limited or that this will be the last question? Debate · seen in 24% of calls
How to read this NO

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

Transcript-only check Detected in 24% of calls 91.2% repeat consistency
NO Does any analyst ask a question beginning with "just" (e.g., "just curious")? Debate · seen in 77.8% of calls
How to read this NO

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

Transcript-only check Detected in 77.8% of calls 82.8% repeat consistency
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
NO Does the phrase "moving on" or "next question" come from the operator? Debate · seen in 88.4% 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 88.4% of calls 98.3% repeat consistency
NO Does an analyst ask about capital allocation (capex, buybacks, M&A, or dividends) in one question? Debate · seen in 60.4% of calls
How to read this NO

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

Transcript-only check Detected in 60.4% of calls 92% repeat consistency
NO Does the phrase "color" appear (e.g., "add some color") in the transcript? Debate · seen in 75.2% 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 75.2% of calls 98.6% repeat consistency
NO Does the word "guidance" appear at least five times in the transcript? Debate · seen in 47.3% of calls
How to read this NO

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

Transcript-only check Detected in 47.3% of calls 93.3% repeat consistency
NO Does any question contain the word "why"? Debate · seen in 36.3% of calls
How to read this NO

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

Transcript-only check Detected in 36.3% of calls 96.9% repeat consistency
NO 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 NO

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

Transcript-only check Detected in 65.8% of calls 93% repeat consistency
YES Does any executive begin an answer by restating the analyst's name? Debate · seen in 85.1% of calls
How to read this YES

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

Transcript-only check Detected in 85.1% of calls 93.6% repeat consistency
NO Does any executive's answer exceed 300 words in the transcript? Debate · seen in 68% of calls
How to read this NO

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

Transcript-only check Detected in 68% of calls 85.5% repeat consistency
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
NO Does the word "obviously" appear in the transcript? Debate · seen in 74.1% 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 74.1% of calls 89.7% repeat consistency
NO Does the transcript contain the word "margin" more than ten times? Debate · seen in 44.3% 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 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
NO Does the phrase "if I may" or "if I could" appear? Debate · 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 95.3% repeat consistency
YES Does any executive say "let me" at least once? Debate · seen in 66.1% of calls
How to read this YES

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

Transcript-only check Detected in 66.1% of calls 94.5% repeat consistency
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
YES Is the word "definitely" used by any speaker? Debate · seen in 41.6% of calls
How to read this YES

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

Transcript-only check Detected in 41.6% of calls 98.7% repeat consistency
NO Does the word "seasonality" appear? Debate · seen in 27.1% of calls
How to read this NO

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

Transcript-only check Detected in 27.1% of calls 99.7% repeat consistency
NO Does anyone use the word "robust" to describe demand, growth, or the pipeline? Debate · seen in 33% of calls
How to read this NO

The model did not 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% 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
NO Does an analyst's question include the phrase "going forward"? Debate · seen in 20.6% of calls
How to read this NO

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

Transcript-only check Detected in 20.6% of calls 83.5% repeat consistency
NO Does an executive say "great question" at any point? Debate · seen in 20.2% of calls
How to read this NO

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

Transcript-only check Detected in 20.2% of calls 99.7% repeat consistency
NO Does anyone say "we remain confident" or "we are confident"? Debate · seen in 42.2% of calls
How to read this NO

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

Transcript-only check Detected in 42.2% of calls 93% repeat consistency
NO Does any executive say "thank you" immediately after finishing an answer? Debate · seen in 47.4% of calls
How to read this NO

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

Transcript-only check Detected in 47.4% of calls 85.2% repeat consistency
NO Does an executive cite a specific dollar figure greater than one billion? Discovery · seen in 71% of calls
How to read this NO

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

Transcript-only check Detected in 71% of calls 97.6% repeat consistency
NO Does any analyst's question contain the word "curious"? Discovery · seen in 57.5% 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 57.5% of calls 99% repeat consistency
NO Does an analyst reference a specific prior quarter by name (e.g., "last quarter")? Discovery · seen in 63% of calls
How to read this NO

The model did not 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% of calls 82.5% repeat consistency
NO Does any speaker say "obviously" two or more times? Discovery · seen in 61.8% of calls
How to read this NO

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

Transcript-only check Detected in 61.8% of calls 88.7% repeat consistency
YES Does any analyst ask a follow-up in the same turn after their first answer? Discovery · seen in 86.2% of calls
How to read this YES

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

Transcript-only check Detected in 86.2% of calls 91.9% repeat consistency
NO Does any analyst ask about a specific geographic region or market? Discovery · seen in 70.6% of calls
How to read this NO

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

Transcript-only check Detected in 70.6% of calls 91.4% repeat consistency
NO Does any analyst ask a question that includes the phrase "long term" or "long-term"? Discovery · seen in 34.7% of calls
How to read this NO

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

Transcript-only check Detected in 34.7% of calls 82.5% repeat consistency
YES Does the word "margin" or "margins" appear at least five times? Discovery · seen in 63.4% of calls
How to read this YES

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

Transcript-only check Detected in 63.4% of calls 94.3% repeat consistency
YES Does the word "opportunity" or "opportunities" appear at least three times? Discovery · seen in 76.7% of calls
How to read this YES

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

Transcript-only check Detected in 76.7% of calls 95.2% repeat consistency
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
NO Does the phrase "take your question" or "take the question" appear? Discovery · seen in 23.7% of calls
How to read this NO

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

Transcript-only check Detected in 23.7% of calls 81.5% repeat consistency
NO Does any analyst introduce themselves by name before asking their first question? Discovery · seen in 27.2% of calls
How to read this NO

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

Transcript-only check Detected in 27.2% of calls 95.5% repeat consistency
YES Does anyone say "including" at least three times? Discovery · seen in 68.3% of calls
How to read this YES

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

Transcript-only check Detected in 68.3% of calls 85.6% repeat consistency
YES Does management reference "the macro environment" or "macroeconomic" at least once? Discovery · seen in 25.5% 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 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
NO Does the CFO use the phrase "capital allocation"? Discovery · seen in 15.3% of calls
How to read this NO

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

Transcript-only check Detected in 15.3% of calls 99% repeat consistency
NO 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 NO

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

Transcript-only check Detected in 77.3% of calls 92.9% repeat consistency
YES Does an analyst ask a two-part question containing the word "but"? Editor · seen in 74.2% of calls
How to read this YES

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

Transcript-only check Detected in 74.2% of calls 83.3% repeat consistency
YES Does anyone ask a follow-up question in the same turn after their first question is answered? Editor · seen in 87.8% of calls
How to read this YES

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

Transcript-only check Detected in 87.8% of calls 92.9% repeat consistency
NO Does anyone answer "yes" or "no" as the first word of a response? Editor · seen in 83.2% of calls
How to read this NO

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

Transcript-only check Detected in 83.2% of calls 90.3% repeat consistency
NO Does anyone say "thank you" at least ten times in the transcript? Editor · seen in 73.2% of calls
How to read this NO

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

Transcript-only check Detected in 73.2% of calls 81.8% repeat consistency
NO Does an executive use the phrase "if you look at" at least twice? Editor · seen in 36.2% of calls
How to read this NO

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

Transcript-only check Detected in 36.2% of calls 89.9% repeat consistency
NO Does any analyst begin their question with "Hi" or "Hello" as a greeting? Editor · seen in 60.1% of calls
How to read this NO

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

Transcript-only check Detected in 60.1% of calls 95.6% repeat consistency
YES Does anyone say "we are excited about" without naming a number? Editor · seen in 38.7% of calls
How to read this YES

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

Transcript-only check Detected in 38.7% of calls 92.3% repeat consistency
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
YES Does management use the word "committed" regarding a target? Editor · seen in 33.2% of calls
How to read this YES

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

Transcript-only check Detected in 33.2% of calls 91% repeat consistency
YES Does the CEO's prepared remarks mention "macro" or "macroeconomic"? Editor · seen in 19.5% 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 19.5% of calls 98.3% repeat consistency
NO Does anyone use the phrase "the vast majority"? Editor · seen in 16.3% of calls
How to read this NO

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

Transcript-only check Detected in 16.3% of calls 99.7% repeat consistency
NO Does the word "temporary" or "transitory" appear? Editor · seen in 18.6% of calls
How to read this NO

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

Transcript-only check Detected in 18.6% of calls 97.3% repeat consistency
YES Is an analyst's question answered with "great question" or similar? Editor · seen in 28.9% of calls
How to read this YES

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

Transcript-only check Detected in 28.9% of calls 88.6% repeat consistency
NO 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 NO

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

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
NO Does anyone say "thank you" at least ten times across the call? Fact Checker · seen in 67.1% of calls
How to read this NO

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

Transcript-only check Detected in 67.1% of calls 81.1% repeat consistency
NO Does the phrase "thank you for taking my question" or "thanks for taking my question" appear? Fact Checker · seen in 50.4% of calls
How to read this NO

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

Transcript-only check Detected in 50.4% of calls 94.9% repeat consistency
YES Does any analyst's first sentence contain a compliment or thanks before asking their question? Fact Checker · seen in 81.3% of calls
How to read this YES

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

Transcript-only check Detected in 81.3% of calls 97.3% repeat consistency
YES Does the CFO present in both the prepared remarks and the Q&A portion of the call? Fact Checker · seen in 84.1% of calls
How to read this YES

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

Transcript-only check Detected in 84.1% of calls 98% repeat consistency
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
NO Does the phrase "in terms of" appear at least twice? Forensic · 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 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
NO A single question receives answers from two different executives. Forensic · seen in 83.4% 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 83.4% of calls 97.7% repeat consistency
NO A hedge word ("maybe," "sort of") appears inside a direct quantitative claim. Forensic · seen in 78.4% 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 78.4% of calls 81% repeat consistency
NO Does any speaker use the word "obviously"? Forensic · seen in 81.7% 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 81.7% of calls 95% repeat consistency
NO Does the word "guidance" appear in both prepared remarks and the Q&A section? Forensic · seen in 50% of calls
How to read this NO

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

Transcript-only check Detected in 50% of calls 93% repeat consistency
NO Does any executive defer a question to another executive by name? Forensic · seen in 61.6% of calls
How to read this NO

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

Transcript-only check Detected in 61.6% of calls 95.3% repeat consistency
NO Someone uses the word "honestly," "frankly," or "to be clear." Forensic · seen in 44.9% of calls
How to read this NO

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

Transcript-only check Detected in 44.9% of calls 96% repeat consistency
YES Does anyone use the word "ecosystem" or "platform" without a number attached? Forensic · seen in 60.6% of calls
How to read this YES

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

Transcript-only check Detected in 60.6% of calls 98.7% repeat consistency
NO Does the transcript contain the word "certainly" three or more times? Forensic · seen in 34.5% of calls
How to read this NO

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

Transcript-only check Detected in 34.5% of calls 93% repeat consistency
YES Does anyone begin an answer by restating or paraphrasing the analyst's name? Forensic · seen in 76.6% of calls
How to read this YES

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

Transcript-only check Detected in 76.6% of calls 89% repeat consistency
NO Does an analyst reference a competitor by name during their question? Forensic · seen in 24.2% of calls
How to read this NO

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

Transcript-only check Detected in 24.2% of calls 92.3% repeat consistency
YES Does a speaker say "let me" at least twice in the transcript? Forensic · seen in 49.3% of calls
How to read this YES

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

Transcript-only check Detected in 49.3% of calls 93.7% repeat consistency
NO The transcript contains an apology unrelated to financial results. Forensic · seen in 39.5% of calls
How to read this NO

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

Transcript-only check Detected in 39.5% of calls 86% repeat consistency
NO The word "challenge" is spoken more often than "opportunity." Forensic · seen in 14.7% of calls
How to read this NO

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

Transcript-only check Detected in 14.7% of calls 93% repeat consistency
YES Does the word "seasonality" or "seasonal" appear? Forensic · seen in 44.7% of calls
How to read this YES

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

Transcript-only check Detected in 44.7% of calls 99.3% repeat consistency
NO The phrase "as you know" appears at least twice. Forensic · seen in 27.8% of calls
How to read this NO

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

Transcript-only check Detected in 27.8% of calls 89% repeat consistency
NO Does any speaker use the word "challenge" or "challenges" at least three times? Forensic · seen in 18.3% of calls
How to read this NO

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

Transcript-only check Detected in 18.3% of calls 86% repeat consistency
NO Does anyone mention "weather" as a factor affecting results? Forensic · seen in 19.1% of calls
How to read this NO

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

Transcript-only check Detected in 19.1% of calls 95.7% repeat consistency
YES Does an executive say "thank you" to the analyst before answering a question? Forensic · seen in 46.7% of calls
How to read this YES

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

Transcript-only check Detected in 46.7% of calls 81.9% repeat consistency
YES Does any speaker say "great question" or similar praise of a question? Forensic · seen in 37.4% of calls
How to read this YES

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

Transcript-only check Detected in 37.4% of calls 96.3% repeat consistency
NO The final question is answered noticeably shorter than the opening ones. Forensic · seen in 37.3% of calls
How to read this NO

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

Transcript-only check Detected in 37.3% of calls 81% repeat consistency
YES Does anyone say "we remain" followed by a verb (e.g., "we remain committed")? Forensic · seen in 36% of calls
How to read this YES

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

Transcript-only check Detected in 36% of calls 82.6% repeat consistency
YES Does an executive cite a conversation with a customer that has no verifiable specificity (unnamed, undated, unquantified)? Historian · seen in 48.9% of calls
How to read this YES

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

Transcript-only check Detected in 48.9% of calls 82% repeat consistency
NO Does the transcript contain a sentence that begins with "What I would say is"? Historian · seen in 10.3% of calls
How to read this NO

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

Transcript-only check Detected in 10.3% of calls 95.3% repeat consistency
NO Does any question mention a specific percentage or dollar figure? Hostage · seen in 88.5% 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 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
NO Does the word "opportunity" or "opportunities" appear at least five times? Hostage · seen in 58.7% 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 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
YES Does the word "leverage" appear as a verb at least twice? Hostage · 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 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
NO Does the operator announce more than five questioners? Insurance · seen in 64.7% 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 64.7% of calls 99% repeat consistency
NO Are there more than ten analyst questions in total? Insurance · seen in 79.4% 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 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
YES Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page? Insurance · seen in 68.2% of calls
How to read this YES

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

Transcript-only check Detected in 68.2% of calls 84.5% repeat consistency
NO Does management say "we are not going to comment on" or equivalent refusal language? Insurance · seen in 40.6% of calls
How to read this NO

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

Transcript-only check Detected in 40.6% of calls 83.3% repeat consistency
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
NO Does the CFO's prepared section exceed the CEO's in number of paragraphs? Insurance · seen in 38% of calls
How to read this NO

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

Transcript-only check Detected in 38% of calls 86.5% repeat consistency
NO Does the CEO personally answer more than half of the analyst questions? Insurance · 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 92.1% repeat consistency
NO Does any analyst mention the word "margin" in their first question? Insurance · seen in 39.4% of calls
How to read this NO

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

Transcript-only check Detected in 39.4% of calls 93.8% repeat consistency
NO Executive uses the word "excited" more than twice. Insurance · seen in 27.7% of calls
How to read this NO

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

Transcript-only check Detected in 27.7% of calls 92.3% repeat consistency
NO Does any analyst ask a multi-part question containing three or more distinct questions? Insurance · seen in 82% of calls
How to read this NO

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

Transcript-only check Detected in 82% of calls 87.3% repeat consistency
YES Does the word "guidance" appear at least three times? Insurance · seen in 58.2% of calls
How to read this YES

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

Transcript-only check Detected in 58.2% of calls 94% repeat consistency
NO Does any analyst ask a two-part question signaled by "and also" or "and secondly"? Insurance · seen in 46.5% of calls
How to read this NO

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

Transcript-only check Detected in 46.5% of calls 84.2% repeat consistency
YES Does an analyst begin with a compliment, such as "great quarter" or "congrats"? Insurance · seen in 41.4% of calls
How to read this YES

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

Transcript-only check Detected in 41.4% of calls 93.9% repeat consistency
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
NO Does the word "headwind" or "tailwind" appear at least twice? Insurance · 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 98.3% repeat consistency
NO Does the word "synergies" appear? Insurance · seen in 19.8% of calls
How to read this NO

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

Transcript-only check Detected in 19.8% of calls 99% repeat consistency
NO Does any analyst address a question to two or more executives by name? Insurance · seen in 33.6% of calls
How to read this NO

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

Transcript-only check Detected in 33.6% of calls 86.6% repeat consistency
NO Does the word "capital" appear at least five times? Insurance · seen in 53.8% of calls
How to read this NO

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

Transcript-only check Detected in 53.8% of calls 93.3% repeat consistency
NO Does any executive say "we feel" rather than "we believe" or "we think"? Insurance · seen in 58.2% of calls
How to read this NO

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

Transcript-only check Detected in 58.2% of calls 95.7% repeat consistency
NO Does the word "capital" appear in at least three different speakers' turns? Insurance · seen in 37.7% of calls
How to read this NO

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

Transcript-only check Detected in 37.7% of calls 90.4% repeat consistency
YES Does an executive use the phrase "over time" at least twice? Insurance · seen in 24.7% of calls
How to read this YES

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

Transcript-only check Detected in 24.7% of calls 94.3% repeat consistency
YES Does an executive say "as I mentioned" or "as we said" at least once? Insurance · seen in 75.9% of calls
How to read this YES

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

Transcript-only check Detected in 75.9% of calls 87.2% repeat consistency
YES Does the CEO open the call before any analyst questions by mentioning the macro environment? Insurance · seen in 32% of calls
How to read this YES

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

Transcript-only check Detected in 32% of calls 87% repeat consistency
YES Does anyone say "we are pleased" or "we're excited"? Insurance · seen in 75% of calls
How to read this YES

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

Transcript-only check Detected in 75% of calls 94.3% repeat consistency
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
YES Does management use the word "leverage" or "leveraging" at least twice? Insurance · seen in 51.1% of calls
How to read this YES

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

Transcript-only check Detected in 51.1% of calls 94.6% repeat consistency
NO Currency headwinds mentioned unprompted. Insurance · seen in 29.3% of calls
How to read this NO

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

Transcript-only check Detected in 29.3% of calls 97% repeat consistency
NO Is the phrase "a number of" used at least once? Insurance · seen in 67.1% of calls
How to read this NO

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

Transcript-only check Detected in 67.1% of calls 94.6% repeat consistency
YES Does anyone use the phrase "best-in-class" or "industry-leading"? Insurance · seen in 27.3% of calls
How to read this YES

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

Transcript-only check Detected in 27.3% of calls 100% repeat consistency
YES Does the word "momentum" appear at least twice in prepared remarks? Insurance · seen in 21.7% of calls
How to read this YES

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

Transcript-only check Detected in 21.7% of calls 94.3% repeat consistency
NO Is the phrase "on a constant currency basis" or similar currency adjustment used? Insurance · seen in 20.6% of calls
How to read this NO

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

Transcript-only check Detected in 20.6% of calls 97% repeat consistency
NO Does an analyst's question include the phrase "just to clarify"? Insurance · seen in 10.1% of calls
How to read this NO

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

Transcript-only check Detected in 10.1% of calls 94.3% repeat consistency
YES Does the phrase "the team" appear at least twice in management remarks? Insurance · seen in 41.2% of calls
How to read this YES

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

Transcript-only check Detected in 41.2% of calls 80.5% repeat consistency
NO Does any speaker say "so clearly" or "quite frankly"? Insurance · seen in 18% of calls
How to read this NO

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

Transcript-only check Detected in 18% of calls 90.2% repeat consistency
YES Does management use the phrase "we believe" at least three times? Insurance · seen in 54% of calls
How to read this YES

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

Transcript-only check Detected in 54% of calls 92.3% repeat consistency
NO Speaker says "we don't guide" on anything. Insurance · seen in 16.5% of calls
How to read this NO

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

Transcript-only check Detected in 16.5% of calls 91.7% repeat consistency
YES Does the CFO use the word "quarter" at least ten times? Insurance · seen in 74.6% of calls
How to read this YES

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

Transcript-only check Detected in 74.6% of calls 90.7% repeat consistency
NO Does any speaker say "thank you" more than five times in total? Insurance · seen in 81.2% 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 81.2% of calls 83.8% repeat consistency
NO Does the word "macro" or "macroeconomic" appear at least twice in the call? Insurance · seen in 23.1% of calls
How to read this NO

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

Transcript-only check Detected in 23.1% of calls 99.3% repeat consistency
NO Does the transcript contain the word "typically" at least twice? Insurance · seen in 17.4% of calls
How to read this NO

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

Transcript-only check Detected in 17.4% of calls 92.6% repeat consistency
NO Does an executive state they will "come back to" a question or follow up later? Insurance · seen in 13.4% of calls
How to read this NO

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

Transcript-only check Detected in 13.4% of calls 89.7% repeat consistency
YES Does management thank analysts for their questions at any point during Q&A? Insurance · seen in 59.8% of calls
How to read this YES

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

Transcript-only check Detected in 59.8% of calls 82.5% repeat consistency
NO Speaker admits being surprised by anything. Insurance · seen in 28.1% of calls
How to read this NO

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

Transcript-only check Detected in 28.1% of calls 86% repeat consistency
NO Does any speaker use the phrase "going forward"? Insurance · seen in 61.4% of calls
How to read this NO

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

Transcript-only check Detected in 61.4% of calls 88% repeat consistency
NO Does management use the phrase "going forward" at least twice? Insurance · seen in 24.9% of calls
How to read this NO

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

Transcript-only check Detected in 24.9% of calls 84.2% repeat consistency
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
NO Word "normal" used about demand. Insurance · seen in 29.3% of calls
How to read this NO

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

Transcript-only check Detected in 29.3% of calls 86.3% repeat consistency
NO Does an executive say "stay tuned" or "more to come"? Insurance · seen in 11.7% of calls
How to read this NO

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

Transcript-only check Detected in 11.7% of calls 99% repeat consistency
NO Does management describe a cost program, restructuring, or efficiency initiative by a proper name? Insurance · seen in 16.8% of calls
How to read this NO

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

Transcript-only check Detected in 16.8% of calls 94% repeat consistency
NO Does the CFO's prepared section mention interest expense by name or figure? Insurance · seen in 31.7% of calls
How to read this NO

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

Transcript-only check Detected in 31.7% of calls 97.7% repeat consistency
NO Does the word "volatility" appear? Insurance · seen in 28.6% of calls
How to read this NO

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

Transcript-only check Detected in 28.6% of calls 99.3% repeat consistency
NO Executive mentions a hobby or personal anecdote. Insurance · seen in 16.7% of calls
How to read this NO

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

Transcript-only check Detected in 16.7% of calls 88% repeat consistency
YES Does the word "pipeline" appear without a dollar figure attached? Insurance · seen in 55.3% of calls
How to read this YES

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

Transcript-only check Detected in 55.3% of calls 99% repeat consistency
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
YES Does any speaker say "we remain" followed by an adjective? Insurance · seen in 53.5% of calls
How to read this YES

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

Transcript-only check Detected in 53.5% of calls 93.3% repeat consistency
YES Does management thank analysts by name when responding? Insurance · seen in 52.9% of calls
How to read this YES

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

Transcript-only check Detected in 52.9% of calls 83.5% repeat consistency
YES Is the word "flexibility" or "flexible" used at least once? Insurance · seen in 44.4% of calls
How to read this YES

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

Transcript-only check Detected in 44.4% of calls 99.7% repeat consistency
YES Does anyone say "takeaway," "take out," or "take rate"? Insurance · seen in 17.8% of calls
How to read this YES

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

Transcript-only check Detected in 17.8% of calls 95% repeat consistency
YES Analyst compliments the team before asking a question. Insurance · seen in 17.4% of calls
How to read this YES

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

Transcript-only check Detected in 17.4% of calls 80.3% repeat consistency
NO 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 NO

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

Transcript-only check Detected in 61.9% of calls 83.8% repeat consistency
YES Does any analyst reference the CEO or CFO by first name? Interrogator · seen in 79.6% of calls
How to read this YES

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

Transcript-only check Detected in 79.6% of calls 93.8% repeat consistency
NO Does anyone say "obviously" at least three times? Interrogator · seen in 43.3% of calls
How to read this NO

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

Transcript-only check Detected in 43.3% of calls 86.9% repeat consistency
YES Does anyone use the word "pipeline" at least twice? Interrogator · 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 98.3% repeat consistency
YES Does anyone say "moving on" or "let me turn it over" during prepared remarks? Interrogator · seen in 36% of calls
How to read this YES

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

Transcript-only check Detected in 36% of calls 88.3% repeat consistency
NO Does an analyst ask a question starting with "just"? Linguist · seen in 72.9% of calls
How to read this NO

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

Transcript-only check Detected in 72.9% of calls 81.8% repeat consistency
NO Does anyone say "headwind" or "headwinds" more than once? Linguist · 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 97.6% repeat consistency
NO Does an analyst use the phrase "to clarify"? Linguist · seen in 17.1% of calls
How to read this NO

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

Transcript-only check Detected in 17.1% of calls 92.4% repeat consistency
YES Does any executive use the phrase "year over year" at least three times? Linguist · seen in 41.8% of calls
How to read this YES

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

Transcript-only check Detected in 41.8% of calls 91.8% repeat consistency
YES Does an executive cite a conversation with a customer, partner, or employee as evidence? Military · seen in 53% of calls
How to read this YES

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

Transcript-only check Detected in 53% of calls 84.3% repeat consistency
NO Does any question go to a named executive other than the CEO or CFO? Military · seen in 32.5% of calls
How to read this NO

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

Transcript-only check Detected in 32.5% of calls 85.7% repeat consistency
NO Does an executive say "to be clear" or "let me be clear"? Military · seen in 13.8% of calls
How to read this NO

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

Transcript-only check Detected in 13.8% of calls 96% repeat consistency
NO Does anyone mention a competitor by name without being prompted? Military · seen in 17% of calls
How to read this NO

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

Transcript-only check Detected in 17% of calls 91.7% repeat consistency
NO 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 NO

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

Transcript-only check Detected in 71.2% of calls 88% repeat consistency
NO Does any question explicitly reference the company's prior guidance or outlook? Negotiation · seen in 80% of calls
How to read this NO

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

Transcript-only check Detected in 80% of calls 91.7% repeat consistency
NO 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 NO

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

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
NO Does the CFO handle a strategic question instead of a financial one? Negotiation · seen in 58.9% 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 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
YES Does the transcript contain the word "record" preceding a noun (e.g., "record margin")? Negotiation · seen in 40.6% of calls
How to read this YES

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

Transcript-only check Detected in 40.6% of calls 97.3% repeat consistency
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
NO Does the word "inflation" appear anywhere in the transcript? Negotiation · seen in 36.9% of calls
How to read this NO

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

Transcript-only check Detected in 36.9% of calls 98% repeat consistency
NO Is there a pause or silence acknowledged on the call ("I think we lost you")? Negotiation · seen in 19.2% of calls
How to read this NO

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

Transcript-only check Detected in 19.2% of calls 87.7% repeat consistency
NO Does an executive name a specific competitor during the call? Negotiation · seen in 24.5% of calls
How to read this NO

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

Transcript-only check Detected in 24.5% of calls 90.7% repeat consistency
NO Does the word "challenges" appear at least three times in the transcript? Negotiation · seen in 12.3% of calls
How to read this NO

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

Transcript-only check Detected in 12.3% of calls 93.3% repeat consistency
NO Does anyone say "we don't break that out" in response to a question? Negotiation · seen in 10.7% of calls
How to read this NO

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

Transcript-only check Detected in 10.7% of calls 94.3% repeat consistency
NO Does anyone describe a metric as "noisy" or "lumpy"? Negotiation · seen in 15.6% of calls
How to read this NO

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

Transcript-only check Detected in 15.6% of calls 95.7% repeat consistency
NO Does an executive mention a specific number of percentage points when discussing market share? Negotiation · seen in 14.7% of calls
How to read this NO

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

Transcript-only check Detected in 14.7% of calls 96.7% repeat consistency
NO Does a speaker correct a figure they themselves just stated? Negotiation · seen in 23.8% of calls
How to read this NO

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

Transcript-only check Detected in 23.8% of calls 84% repeat consistency
NO Does the CEO refer to a competitor by name rather than "competition" or "peers"? Negotiation · seen in 18.8% of calls
How to read this NO

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

Transcript-only check Detected in 18.8% of calls 91.3% repeat consistency
NO Does the CEO mention their own tenure or years of experience unprompted? Negotiation · seen in 19.9% of calls
How to read this NO

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

Transcript-only check Detected in 19.9% of calls 97% repeat consistency
YES Does anyone use the phrase "the team" when taking ownership would be natural? Poker · seen in 42.5% of calls
How to read this YES

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

Transcript-only check Detected in 42.5% of calls 81% repeat consistency
NO Does anyone blame weather, holidays, or calendar quirks unprompted? Poker · seen in 35.6% of calls
How to read this NO

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

Transcript-only check Detected in 35.6% of calls 83% repeat consistency
YES Does anyone cite a personal anecdote involving a customer conversation? Poker · seen in 16.6% 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 16.6% of calls 81.7% repeat consistency
YES Does anyone use the phrase "a little bit"? Private Credit · seen in 87.3% of calls
How to read this YES

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

Transcript-only check Detected in 87.3% of calls 96% repeat consistency
YES Is the CFO the speaker for at least one analyst question? Private Credit · seen in 87.8% of calls
How to read this YES

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

Transcript-only check Detected in 87.8% of calls 99% repeat consistency
YES Does the word "guidance" appear in the transcript? Private Credit · seen in 78.7% of calls
How to read this YES

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

Transcript-only check Detected in 78.7% of calls 97.3% repeat consistency
YES Does anyone say "we're excited" or "we are excited"? Private Credit · seen in 49.5% of calls
How to read this YES

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

Transcript-only check Detected in 49.5% of calls 93.7% repeat consistency
NO Does the word "dividend" appear? Private Credit · seen in 45.5% of calls
How to read this NO

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

Transcript-only check Detected in 45.5% of calls 98.7% repeat consistency
YES Is the word "invest" or "investment" used more than twice? Private Credit · seen in 75% of calls
How to read this YES

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

Transcript-only check Detected in 75% of calls 95.3% repeat consistency
YES Does the word "invest" or "investment" appear at least twice? Private Credit · seen in 85.8% of calls
How to read this YES

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

Transcript-only check Detected in 85.8% of calls 96.7% repeat consistency
YES Does anyone cite a percentage of revenue from a specific segment? Private Credit · seen in 40.3% of calls
How to read this YES

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

Transcript-only check Detected in 40.3% of calls 92.6% repeat consistency
NO Does the word "challenge" or "challenging" appear at least once? Private Credit · seen in 68.6% of calls
How to read this NO

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

Transcript-only check Detected in 68.6% of calls 97.3% repeat consistency
NO Does anyone describe cutting discretionary spending like travel or hiring? Private Credit · seen in 13.8% of calls
How to read this NO

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

Transcript-only check Detected in 13.8% of calls 94.3% repeat consistency
YES Does the phrase "year over year" appear? Private Credit · seen in 72.9% of calls
How to read this YES

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

Transcript-only check Detected in 72.9% of calls 96% repeat consistency
NO Does the word "liquidity" appear at least once? Private Credit · seen in 34.7% of calls
How to read this NO

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

Transcript-only check Detected in 34.7% of calls 99.7% repeat consistency
NO Does the transcript mention refinancing, maturity dates, or debt coming due? Private Credit · seen in 32% of calls
How to read this NO

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

Transcript-only check Detected in 32% of calls 95% repeat consistency
NO Does anyone mention selling assets, real estate, or equipment to raise cash? Private Credit · seen in 24.2% of calls
How to read this NO

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

Transcript-only check Detected in 24.2% of calls 90.7% repeat consistency
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
NO 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 NO

The model did not 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 98% repeat consistency
YES Does management thank analysts at any point? Private Credit · seen in 84.9% of calls
How to read this YES

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

Transcript-only check Detected in 84.9% of calls 84.3% repeat consistency
NO Does anyone reference borrowing from a bank or drawing on a credit facility? Private Credit · seen in 32.6% of calls
How to read this NO

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

Transcript-only check Detected in 32.6% of calls 87.7% repeat consistency
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
NO Does the word "headline" or "headwinds" appear at least once? Procurement · seen in 43.1% of calls
How to read this NO

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

Transcript-only check Detected in 43.1% of calls 95.9% repeat consistency
NO Does the word "core" appear at least twice? Procurement · seen in 44% of calls
How to read this NO

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

Transcript-only check Detected in 44% of calls 97.6% repeat consistency
NO Does an analyst's turn contain the word "congratulations"? Procurement · seen in 20.2% of calls
How to read this NO

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

Transcript-only check Detected in 20.2% of calls 97.6% repeat consistency
NO Does any analyst ask a question containing "how" and also "why"? Procurement · seen in 11.3% of calls
How to read this NO

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

Transcript-only check Detected in 11.3% of calls 94.5% repeat consistency
YES Does any executive say "as we mentioned" or "as I mentioned" at least once? Procurement · seen in 66.3% of calls
How to read this YES

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

Transcript-only check Detected in 66.3% of calls 89.7% repeat consistency
NO Are there more than eight analyst questioners? Project · seen in 37.5% of calls
How to read this NO

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

Transcript-only check Detected in 37.5% of calls 99.7% repeat consistency
NO Does any analyst's question include a percentage figure? Project · seen in 69.1% 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 69.1% of calls 91.1% repeat consistency
NO Does any analyst's question contain the word "guidance"? Project · seen in 54.3% of calls
How to read this NO

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

Transcript-only check Detected in 54.3% of calls 92.4% repeat consistency
NO Does the CFO's prepared remarks exceed 1,000 words? Project · seen in 40.9% 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 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
NO Does management use the phrase "balance sheet" at least twice? Project · seen in 41.1% of calls
How to read this NO

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

Transcript-only check Detected in 41.1% of calls 96.6% repeat consistency
YES Does the CEO make closing remarks after the Q&A ends? Project · seen in 64.8% of calls
How to read this YES

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

Transcript-only check Detected in 64.8% of calls 96.2% repeat consistency
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
NO 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 NO

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

Transcript-only check Detected in 23.9% of calls 94.2% repeat consistency
NO Does an analyst preface a question with "quick" or "quickly"? Screenwriter · seen in 56% of calls
How to read this NO

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

Transcript-only check Detected in 56% 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
NO Does anyone say "in terms of" at least twice? Screenwriter · 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 94% repeat consistency
NO Is there a question that clearly annoyed the executive, visible in the reply's abruptness? Screenwriter · seen in 27.1% of calls
How to read this NO

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

Transcript-only check Detected in 27.1% of calls 85.3% repeat consistency
NO Does the word "guidance" appear in the Q&A section? Screenwriter · seen in 66.6% of calls
How to read this NO

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

Transcript-only check Detected in 66.6% of calls 93.1% repeat consistency
YES Does the word "strong" appear more than five times? Screenwriter · seen in 64.9% of calls
How to read this YES

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

Transcript-only check Detected in 64.9% of calls 91.3% repeat consistency
NO Does the phrase "thank you" appear more than ten times? Screenwriter · seen in 62.8% 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 62.8% of calls 80.9% repeat consistency
NO Does an analyst ask a question containing the word "margin"? Screenwriter · seen in 60.2% 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 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
NO 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 NO

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

Transcript-only check Detected in 72.8% of calls 83.2% repeat consistency
YES Does an executive begin an answer by restating the analyst's name? Screenwriter · seen in 85.3% of calls
How to read this YES

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

Transcript-only check Detected in 85.3% of calls 97% repeat consistency
NO Does any analyst ask about capital allocation or share repurchases? Screenwriter · seen in 42.2% of calls
How to read this NO

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

Transcript-only check Detected in 42.2% of calls 93.1% repeat consistency
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
NO Does the word "opportunity" or "opportunities" appear more than three times? Screenwriter · seen in 66.5% 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 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
NO Does the phrase "capital" appear at least five times? Screenwriter · seen in 50.3% of calls
How to read this NO

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

Transcript-only check Detected in 50.3% of calls 92.1% repeat consistency
NO Does an analyst ask a question the prepared remarks already answered? Screenwriter · seen in 86.1% 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 86.1% of calls 82.7% repeat consistency
YES Does the word "quarter" appear at least twenty times? Screenwriter · seen in 84.4% of calls
How to read this YES

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

Transcript-only check Detected in 84.4% of calls 90.4% repeat consistency
NO Does any single analyst ask more than two questions during the whole call? Screenwriter · seen in 86.6% of calls
How to read this NO

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

Transcript-only check Detected in 86.6% of calls 89.7% repeat consistency
YES Does the phrase "on a year-over-year basis" or "year over year" appear at least twice? Screenwriter · seen in 60.1% of calls
How to read this YES

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

Transcript-only check Detected in 60.1% of calls 89.3% repeat consistency
YES Is the word "headwinds" or "tailwinds" used? Screenwriter · seen in 41.8% of calls
How to read this YES

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

Transcript-only check Detected in 41.8% of calls 97.3% repeat consistency
YES Does the word "margin" appear at least three times? Screenwriter · seen in 73.6% of calls
How to read this YES

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

Transcript-only check Detected in 73.6% of calls 98% repeat consistency
NO Is the word "confidence" or "confident" spoken by any executive? Screenwriter · seen in 73.2% of calls
How to read this NO

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

Transcript-only check Detected in 73.2% of calls 97.7% repeat consistency
NO Does anyone use the phrase "call it" or "let's call it" before an estimate? Screenwriter · seen in 24.7% of calls
How to read this NO

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

Transcript-only check Detected in 24.7% of calls 96.7% repeat consistency
NO Does the phrase "going forward" appear? Screenwriter · seen in 62.9% of calls
How to read this NO

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

Transcript-only check Detected in 62.9% of calls 87.6% repeat consistency
NO Does anyone say "coming back" or "circling back" to take a follow-up? Screenwriter · seen in 11% of calls
How to read this NO

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

Transcript-only check Detected in 11% of calls 94.3% repeat consistency
NO Does the word "inflation" appear at least twice? Screenwriter · seen in 25.3% of calls
How to read this NO

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

Transcript-only check Detected in 25.3% of calls 97.3% repeat consistency
YES Does any executive say "we believe" at least twice? Screenwriter · seen in 65.8% of calls
How to read this YES

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

Transcript-only check Detected in 65.8% of calls 92.8% repeat consistency
NO Does management use the phrase "going forward"? Screenwriter · seen in 56.2% of calls
How to read this NO

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

Transcript-only check Detected in 56.2% of calls 85.6% repeat consistency
NO Does anyone use the word "robust"? Screenwriter · 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 99% repeat consistency
NO Does any speaker use the phrase "if you will" or "so to speak"? Screenwriter · seen in 23.2% of calls
How to read this NO

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

Transcript-only check Detected in 23.2% of calls 97.7% repeat consistency
YES Does any speaker say "appreciate" at least once? Screenwriter · seen in 63.9% of calls
How to read this YES

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

Transcript-only check Detected in 63.9% of calls 94.2% repeat consistency
NO Does anyone use the phrase "at the end of the day"? Screenwriter · seen in 12.5% of calls
How to read this NO

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

Transcript-only check Detected in 12.5% of calls 99.7% repeat consistency
NO Does anyone tell a self-contained anecdote with a beginning, middle, and end? Screenwriter · seen in 27.7% of calls
How to read this NO

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

Transcript-only check Detected in 27.7% of calls 82% repeat consistency
YES Does any executive use the phrase "our team"? Screenwriter · seen in 50.8% of calls
How to read this YES

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

Transcript-only check Detected in 50.8% of calls 88.7% repeat consistency
NO Does the transcript contain a silence, pause, or "we'll come back to that" that never resolves? Screenwriter · seen in 15.8% of calls
How to read this NO

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

Transcript-only check Detected in 15.8% of calls 85.7% repeat consistency
NO Does anyone describe a customer, employee, or competitor as a named character with a motive? Screenwriter · seen in 11.4% of calls
How to read this NO

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

Transcript-only check Detected in 11.4% of calls 87.3% repeat consistency
YES Does any executive say "we're pleased" or "I'm pleased"? Screenwriter · seen in 68.3% of calls
How to read this YES

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

Transcript-only check Detected in 68.3% of calls 92.8% repeat consistency
NO Is there a moment of modesty—someone crediting luck or timing? Screenwriter · seen in 12.5% of calls
How to read this NO

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

Transcript-only check Detected in 12.5% of calls 92.3% repeat consistency
YES Does anyone use the phrase "on a year-over-year basis"? Screenwriter · seen in 18.9% of calls
How to read this YES

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

Transcript-only check Detected in 18.9% of calls 93.6% repeat consistency
YES Is the word "excited" or "exciting" used by management at least twice? Semiotician · seen in 45.8% of calls
How to read this YES

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

Transcript-only check Detected in 45.8% of calls 97.3% repeat consistency
NO Does any speaker say "just" five or more times? Semiotician · 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 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
NO 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 NO

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

Transcript-only check Detected in 87.3% of calls 89.7% repeat consistency
NO Is there a question about capital allocation (buybacks, M&A, debt, or dividends)? Semiotician · seen in 67.7% of calls
How to read this NO

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

Transcript-only check Detected in 67.7% of calls 91.7% repeat consistency
NO Does any analyst use the word "clarify" or "clarification"? Semiotician · seen in 32.9% of calls
How to read this NO

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

Transcript-only check Detected in 32.9% of calls 98.7% repeat consistency
NO Does the word "obviously" appear at least twice? Semiotician · seen in 57.9% of calls
How to read this NO

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

Transcript-only check Detected in 57.9% of calls 87.2% repeat consistency
YES Does management refer to a prior call or prior quarter's commentary when answering? Semiotician · seen in 87.9% of calls
How to read this YES

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

Transcript-only check Detected in 87.9% of calls 90% repeat consistency
NO Does anyone use the word "actually" at least three times? Semiotician · seen in 46.2% of calls
How to read this NO

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

Transcript-only check Detected in 46.2% of calls 85.5% repeat consistency
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
YES Does the operator run out of queued questions and close early? Semiotician · seen in 34.3% 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 34.3% of calls 83.5% repeat consistency
NO Does any analyst apologize or preface with "sorry" before asking? Semiotician · seen in 32.8% of calls
How to read this NO

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

Transcript-only check Detected in 32.8% of calls 92.9% repeat consistency
YES Is the word "excited" used by the CEO more than the word "confident"? Semiotician · seen in 33.1% of calls
How to read this YES

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

Transcript-only check Detected in 33.1% of calls 92% repeat consistency
NO Does any speaker use the phrase "the right" before a noun ("the right team," "the right decisions")? Semiotician · seen in 57.8% of calls
How to read this NO

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

Transcript-only check Detected in 57.8% of calls 94% repeat consistency
NO Does the word "guidance" appear more than five times in the transcript? Semiotician · seen in 31.8% of calls
How to read this NO

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

Transcript-only check Detected in 31.8% of calls 93% repeat consistency
YES Does the word "tailwind" or "headwind" appear? Semiotician · seen in 52.2% of calls
How to read this YES

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

Transcript-only check Detected in 52.2% of calls 98.7% repeat consistency
YES Does any analyst's question begin with a compliment or congratulation? Semiotician · seen in 41.5% of calls
How to read this YES

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

Transcript-only check Detected in 41.5% of calls 88.3% repeat consistency
NO Does an analyst apologize before or during their question? Semiotician · seen in 32.8% of calls
How to read this NO

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

Transcript-only check Detected in 32.8% of calls 96.6% repeat consistency
NO Are there more questions about revenue than about costs? Semiotician · seen in 69.8% 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 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
NO Does anyone say "from a ... perspective" (e.g., "from a margin perspective")? Semiotician · seen in 56.9% of calls
How to read this NO

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

Transcript-only check Detected in 56.9% of calls 87.2% repeat consistency
NO Does an executive say "we're not going to" in response to a question? Semiotician · seen in 25% of calls
How to read this NO

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

Transcript-only check Detected in 25% of calls 92% repeat consistency
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
NO Does any executive say "that's right" or "that's correct" to an analyst? Semiotician · seen in 23.6% of calls
How to read this NO

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

Transcript-only check Detected in 23.6% of calls 96.2% repeat consistency
YES Does the word "leverage" appear at least twice? Semiotician · seen in 52.1% of calls
How to read this YES

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

Transcript-only check Detected in 52.1% of calls 94.5% repeat consistency
YES Is the word "leverage" used at least three times? Semiotician · seen in 37.8% of calls
How to read this YES

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

Transcript-only check Detected in 37.8% of calls 90% repeat consistency
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
NO Does any speaker say "going forward"? Semiotician · seen in 61.4% of calls
How to read this NO

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

Transcript-only check Detected in 61.4% of calls 85.6% repeat consistency
NO Does any analyst begin their question with "congratulations"? Semiotician · seen in 17.8% of calls
How to read this NO

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

Transcript-only check Detected in 17.8% of calls 92.6% repeat consistency
YES Does an analyst thank management at the end of their turn? Semiotician · seen in 77.2% of calls
How to read this YES

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

Transcript-only check Detected in 77.2% of calls 94.7% repeat consistency
YES Does anyone describe the future with "We believe" more than "We expect"? Semiotician · seen in 30.2% 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 30.2% of calls 87.3% repeat consistency
NO Does a speaker say "normal" or "normalized" about conditions that predate any disruption mentioned? Semiotician · seen in 33.7% of calls
How to read this NO

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

Transcript-only check Detected in 33.7% of calls 81% repeat consistency
YES Is the word "momentum" used without a stated metric attached to it? Semiotician · seen in 41.4% of calls
How to read this YES

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

Transcript-only check Detected in 41.4% of calls 92.7% repeat consistency
NO Does the word "macro" appear at least twice? Semiotician · seen in 21.9% of calls
How to read this NO

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

Transcript-only check Detected in 21.9% of calls 95.9% repeat consistency
NO Does management use the word "solid" at least once? Semiotician · seen in 57.7% of calls
How to read this NO

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

Transcript-only check Detected in 57.7% of calls 97% repeat consistency
NO Is there an analogy to a machine, engine, or flywheel? Semiotician · seen in 29.2% of calls
How to read this NO

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

Transcript-only check Detected in 29.2% of calls 88% repeat consistency
YES Is the word "visibility" used at least once? Semiotician · seen in 34.1% of calls
How to read this YES

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

Transcript-only check Detected in 34.1% of calls 100% repeat consistency
NO Is the phrase "base case" or "scenario" used at least once? Semiotician · seen in 19.1% of calls
How to read this NO

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

Transcript-only check Detected in 19.1% of calls 96.9% repeat consistency
NO Does anyone say "we take that seriously" or "we're very focused on"? Semiotician · seen in 18% of calls
How to read this NO

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

Transcript-only check Detected in 18% of calls 92% repeat consistency
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
NO Does management say "the team" at least twice? Semiotician · seen in 31.9% of calls
How to read this NO

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

Transcript-only check Detected in 31.9% of calls 85.9% repeat consistency
NO Does the word "fundamentally" appear at least once? Semiotician · seen in 12.3% of calls
How to read this NO

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

Transcript-only check Detected in 12.3% of calls 98.3% repeat consistency
YES Does the phrase "ahead of" precede any mention of guidance or expectations? Semiotician · seen in 14.1% of calls
How to read this YES

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

Transcript-only check Detected in 14.1% of calls 96.6% repeat consistency
YES Does management use the phrase "on a year-over-year basis"? Semiotician · seen in 16.9% of calls
How to read this YES

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

Transcript-only check Detected in 16.9% of calls 96.6% repeat consistency
NO Does any single speaker say "right?" as a tag question at least once? Semiotician · seen in 34% of calls
How to read this NO

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

Transcript-only check Detected in 34% of calls 87.5% repeat consistency
NO Does management use the phrase "on a consistent basis" or "consistently"? Semiotician · seen in 27.8% of calls
How to read this NO

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

Transcript-only check Detected in 27.8% of calls 95.3% repeat consistency
NO Does a speaker begin a sentence with "To be honest" or "To be clear"? Semiotician · seen in 10.5% of calls
How to read this NO

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

Transcript-only check Detected in 10.5% of calls 92.7% repeat consistency
YES Does management use the phrase "strategic" at least twice? Semiotician · seen in 46% of calls
How to read this YES

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

Transcript-only check Detected in 46% of calls 97.3% repeat consistency
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
NO Does the operator mention a queue or "next question" more than three times? Simultaneous · seen in 74.2% 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 74.2% of calls 91.6% repeat consistency
YES Does any analyst ask a follow-up after their initial answer ("follow-up", "second one", "just one more")? Simultaneous · seen in 88.5% of calls
How to read this YES

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

Transcript-only check Detected in 88.5% of calls 92.3% repeat consistency
NO Does any analyst ask a question containing the word "why"? Simultaneous · seen in 36.1% of calls
How to read this NO

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

Transcript-only check Detected in 36.1% of calls 96.3% repeat consistency
NO Does anyone say "if you look at" before citing a number? Simultaneous · seen in 47.7% of calls
How to read this NO

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

Transcript-only check Detected in 47.7% of calls 81.6% repeat consistency
NO Does the phrase "last question" or "final question" appear? Simultaneous · seen in 50.4% of calls
How to read this NO

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

Transcript-only check Detected in 50.4% of calls 91.6% repeat consistency
NO Does the word "clearly" appear anywhere in the transcript? Simultaneous · seen in 50.9% of calls
How to read this NO

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

Transcript-only check Detected in 50.9% of calls 96.3% repeat consistency
YES Does the CEO speak first among named executives in the Q&A? Simultaneous · seen in 68.3% of calls
How to read this YES

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

Transcript-only check Detected in 68.3% of calls 94.6% repeat consistency
NO Does the word "headwind" or "headwinds" appear at least twice? Simultaneous · seen in 28.5% 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 28.5% of calls 97% repeat consistency
YES Does the CFO mention a specific percentage greater than ten? Simultaneous · seen in 89.1% of calls
How to read this YES

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

Transcript-only check Detected in 89.1% of calls 96.6% repeat consistency
NO Does the phrase "going forward" appear at least once? Simultaneous · seen in 63.4% of calls
How to read this NO

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

Transcript-only check Detected in 63.4% of calls 86.5% repeat consistency
YES Does the word "team" appear at least three times? Simultaneous · seen in 59% of calls
How to read this YES

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

Transcript-only check Detected in 59% of calls 91.6% repeat consistency
NO Does the word "confident" appear in any executive's remarks? Simultaneous · seen in 60.7% of calls
How to read this NO

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

Transcript-only check Detected in 60.7% of calls 97.7% repeat consistency
YES Does an analyst thank management at the start or end of their turn? Simultaneous · seen in 81.6% of calls
How to read this YES

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

Transcript-only check Detected in 81.6% of calls 95.7% repeat consistency
YES Does the CEO use the word "incredibly" at any point? Simultaneous · seen in 15% of calls
How to 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% 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
YES Does the word "transformation" or "transformational" appear? Simultaneous · seen in 24.2% of calls
How to read this YES

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

Transcript-only check Detected in 24.2% of calls 99.7% repeat consistency
NO Does any speaker say "moving on" or "next question" themselves? Simultaneous · seen in 25.1% of calls
How to read this NO

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

Transcript-only check Detected in 25.1% of calls 92.3% repeat consistency
NO Does any speaker use the word "hedging" or say "to hedge"? Simultaneous · seen in 13.5% of calls
How to read this NO

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

Transcript-only check Detected in 13.5% of calls 96.3% repeat consistency
NO Does any analyst identify themselves with a two-part introduction (name and firm)? Simultaneous · seen in 10.2% of calls
How to read this NO

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

Transcript-only check Detected in 10.2% of calls 85.9% repeat consistency
NO Does the word "talent" appear at least once? Simultaneous · seen in 20.8% of calls
How to read this NO

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

Transcript-only check Detected in 20.8% of calls 98% repeat consistency
NO Is the word "capacity" used more often about factories than about people? Supply Chain · seen in 26.2% 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 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
YES Is a supplier or vendor mentioned by name at any point? Supply Chain · 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 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 SPT calls. Open a question to read the model's original reasoning.

212 saved explanations · 211 questions
NO Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development — compa Q1 2024 · 2 archived calls

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

NOQ1 2024 · 2024-05-02

We need to evaluate the transcript for two gates. Gate 1: Is there a positive, current development that management presents as going well, and in Q&A, analysts get more concrete operating detail than in prepared remarks? Gate 2: Is that development primarily driven by company's own actions rather than external environment? Let's identify positive developments mentioned. In prepared remarks, Ryan mentions: Tagger ARR meaningfully accelerated, premium module attach rates increasing, gross retention over-performing plan, pipeline up 37%, RPO and cRPO growth, large customer growth, ACV growth. Also mentions go-to-market changes, but those are more about execution headwinds. The positive development that analysts probe: Tagger? Also customer care? Also the shift to enterprise? But the question asks for a positive, current development that management presents as going well and that Q&A produces more concrete detail. Look at Q&A. Analysts ask about Tagger progress, customer care, go-to-market changes, etc. For Tagger, Ryan says: "We've seen a lot of great progress. We've been really excited about the things that the team has been shipping. From a sales team perspective, the maturity of the sales team, we did a lot of enablement in Q1 across our entire customer-facing or to make sure that we are up to speed with all of the elements of influencer and our Tagger platform. So we're seeing really good progress from there. And that's why we called it out as well just in the prepared remarks. Our customers really see value in this. We believe it is the best solution that is on the market. We've got this really exciting opportunity to educate customers on the value of influencer and how this can nicely fit into their social strategy. And then we're bringing along this incredible technology that allows them to execute. And then when you think about the value of the return on investment, you put it against the rest of the things that we do in core Sprout, it provides customers with really great opportunities to increase their share of voice and their brand and their only generation in revenue. So lots of good progress. The team is ramping really well, and we expect to continue coming back to you sharing the progress we're making with the team and with customers." That is fairly generic, no specific numbers or details beyond what was in prepared remarks.

NOQ2 2023 · 2023-08-04

The task is to evaluate two gates based on the earnings call transcript for Sprout Social. YES NO (GATE 2 fails because Tagger acquisition is a one-time M&A move, not a self-controlled engine like product rollout or channel execution; momentum is not chiefly from company actions independent of external factors.

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NO Young streak off a low base: a short run of consecutive-period improvement has just started, after a stretch that gave i Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

我们根据提供的财报电话会议记录,分析管理层是否传达了业务已经连续几个季度改善,且改善原因与公司自身相关并仍在持续。 首先,寻找“先前表现不佳”和“近期连续改善”的证据。在电话会议中,管理层提到“late last year, we initiated several strategic changes”,并说这些变化“are now beginning to materially improve our long-term growth and efficiency”。这表明之前有段时间表现不佳,而最近有所改善。具体到连续改善:管理层提到“record new business ACVs drove ACV growth to a record 29% year-over-year”,并说“Q2 RPO represented more than 63% of our total ARR up more than 2,000 basis points over the past 2 years”。还提到“record non-GAAP operating margins during Q2”和“more than 140% growth in cumulative year-to-date free cash flow”。这些都是改善的迹象。但需要确认是否连续几个季度改善。管理层说“we are beginning to see if structurally positive impact on net dollar retention of our core customers and our enterprise business further accelerated during Q2”,并说“Enterprise grew nearly 50% year-over-year and represents a record 43% of total ARR.” 这些是同比数据,但“further accelerated”暗示连续改善。另外,管理层提到“In Q2, we further accelerated our roadmap in social customer care and AI”,说明公司在推进。但需要找出明确的“连续几个季度”的表述。管理层说“The improving quality of our business was further evident in record non-GAAP operating margins during Q2”,但这是本季度创纪录,没有明确说前几个季度也在改善。不过,管理层提到“ACV growth was 29% year-over-year again decelerated from Q1 2023”,这表示ACV增长从Q1的更高水平下降了?等等,原文说“Q2 ACP growth was 29% year-over-year again decelerated from Q1 2023”,意思是ACV增长减速了?实际上,看上下文:他们说“Q2 ACP growth was 29% year-over-year again decelerated from Q1 2023”,可能是指增速比Q1低,但仍然是29%。然后说“We continue to expect that ACV growth will further accelerate through Q3”,所以预期未来加速。这有点矛盾。但我们看整体:管理层强调“record new business ACVs”和“record non-GAAP operating margins”,这表示本季度创纪录,但未必是连续几季。 再找“sequential improvement”的表述。管理层说“total premium module attach rates increased by 160 basis points from Q1 2023, nearly double the uptick we saw on average in 2022.” 这是环比改善。还有“Enterprise new business was up more than 50% year-over-year and total net new ARR from this segment also grew greater than 50% year-over-year.” 这些都是同比。但“increased by 160 basis points from Q1 2023”是环比。另外,管理层说“record new business ACVs drove ACV growth to a record 29% year-over-year”,但“record”表示这是历史最高,但可能是首次达到,未必是连续。 更准确地说,管理层提到“We are beginning to see if structurally positive impact on net dollar retention of our core customers and our enterprise business further accelerated during Q2, yielding the highest new LTV for enterprise compared to all prior quarters.” 这里“yielding the highest new LTV”表示本季度最高,但没提之前季度。 然而,

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NO Check it yourselves: management points investors to independent, outside evidence for its central claim Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need answer YES/NO. Need analyze transcript. Central positive claim: business momentum upmarket, record new business ACV, enterprise growth, strategic shift, Tagger acquisition, AI, etc. Does management point to independent outside evidence for main claim? Need see if they cite customers, third-party rankings, etc. They mention "Research this quarter from the Harris Poll in partnership with Sprout" about social budgets—that's external but about market/industry, not company progress. They mention "recognized by great place to work" and "product awards from G2" but that's peripheral, not main claim. They mention customer testimonials: "one of our new enterprise customers shared with us, I am thrilled..." but anonymous, no way to check. They mention "FDIC used Sprout listening data as part of congressional testimony" — that's an external validation? It is a named external party (FDIC) using their data in congressional testimony, which investors could look up. But is that connected to main claim? Main claim is momentum upmarket, record ACV, enterprise growth. FDIC usage is an example of customer use, but not central to the main claim of growth. They also mention "inbound from brands" but not named. They mention "Salesforce partnership" with 176 logos, but that's their own count. They mention "Tagger" acquisition, but no independent validation. They mention "recognized by G2 and global influencer marketing awards" for Tagger, but that's about Tagger's product, not current progress. They mention "great place to work" but peripheral. They mention "Harris Poll" but that's about industry trends. They mention "industry analysts have estimated" but generic. They mention "G2" awards for Sprout? "After receiving multiple product awards from G2 and others last quarter" — that's external validation but not central claim. The central claim is record new business ACV, enterprise growth, upmarket momentum. Management supports with their own metrics: ACV growth, RPO, cRPO, cohort growth, etc. They do not point to independent outside evidence for that claim. They mention "we onboarded a record 176 logos" from Salesforce, but that's their own count. They mention "FDIC" as a customer example, but not as verification of growth. They mention "one of our new enterprise customers shared" but anonymous. They mention "in a recent briefing and industry analysts shared" but generic.

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NO Winning more per swing than they used to — and the change is recent, real, and still playing out Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need to determine if management conveys that the company has recently begun converting opportunities into actual won business at a clearly higher rate or scale than its own recent past, with evidence of real events and that the improvement is still in force. Let's analyze the transcript. Key points: - Management discusses record new business ACVs, ACV growth 29% year-over-year, enterprise growth, etc. - They mention "record new business deal sizes" and "enterprise new business was up more than 50% year-over-year" and "total net new ARR from this segment also grew greater than 50% year-over-year." - They also mention "Q2 RPO represented more than 63% of total ARR" and "RPO growth of 62%". - They talk about "record new business ACVs" and "ACV growth to a record 29% year-over-year". - They mention "we are beginning to see if structurally positive impact on net dollar retention of our core customers and our enterprise business further accelerated during Q2, yielding the highest new LTV for enterprise compared to all prior quarters." But the question is specifically about "converting its opportunities into actual won business at a clearly higher rate or scale than its own recent past" - i.e., a self-comparison showing improved conversion. The evidence must be real and already banked, and the improvement must be still in force. Let's look for explicit statements about win rates, close rates, or conversion rates. The transcript mentions "record new business ACVs" and "enterprise new business was up more than 50% year-over-year" - that indicates more business won, but does it compare to the company's own prior conversion rate? It says "record" which implies it's higher than before. But is it about conversion rate or just absolute numbers? The question asks about "converting opportunities into actual won business at a clearly higher rate or scale" - scale could be size of deals. They mention "record new business deal sizes" and "ACV growth to a record 29% year-over-year" - that suggests they are winning larger deals than before. But is that a change in conversion? Possibly. However, the question specifically 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" - so they need to explicitly contrast current conversion with past conversion.

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NO Whole company hinges on one thing already in motion, and management is visibly betting the enterprise on it Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need to determine if management speaks as though the fate of the entire company is riding on one identifiable thing already in motion and still small/unproven relative to its expected future. The transcript discusses several things: strategic shift upmarket, Tagger acquisition, AI investments, Salesforce partnership, etc. But is there a single center of gravity? The call emphasizes the Tagger acquisition as a major catalyst, but also discusses core business momentum, AI, Salesforce. Management seems to present multiple drivers. The question asks if there is ONE coherent situation. The transcript mentions "our entrance into the influencer marketing category" as a key update, but also talks about AI, Salesforce, etc. However, the Tagger acquisition is a significant new thing, but is it the fate of the entire company? Management says "we believe our capabilities will further differentiate Sprout in our core market and will make Tagger the category winner in influencer marketing." But they also talk about other things. The call has a lot about strategic changes, upmarket shift, and Tagger. But is it the single center of gravity? The prepared remarks by Justyn start with "we initiated several strategic changes" and then "Today, I am also excited to share our entrance into the influencer marketing category" - so it's one of several. Then they discuss AI, Salesforce, etc. The question is whether management treats one thing as the thing that will determine what the company becomes. They mention "our new $1 billion subscription revenue target" and "we have introduced our new medium-term financial plan" but that's a target, not a specific undertaking. The Tagger acquisition is a concrete thing, but is it already in motion? Yes, they acquired it. Is it still small relative to expected? They say "we have incorporated approximately $3 million of revenue into our guidance for the remainder of 2023" and "no cross-selling assumptions" so it's small. But is it the fate of the entire company? Management also talks about Salesforce partnership, AI, etc. The call seems to have multiple drivers. The question asks for ONE identifiable thing. The transcript has a lot about Tagger, but also about the upmarket shift and AI. However, the upmarket shift is a broader strategy, not a single thing. Tagger is a specific acquisition. But management also emphasizes AI as a major area.

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NO Cost per customer just fell off a cliff: the company's own selling and acquisition engine is getting cheaper as it grows Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need answer YES/NO. Need analyze transcript. Need determine if management conveys that cost to win/serve each unit business materially less effort/money already realized, not future scale. Need only transcript. We need parse. The call discusses strategic shift upmarket, deprioritizing low end, record new business ACV, enterprise growth, premium attach rates, margins, free cash flow. But question specifically: does management convey that it now costs company materially less effort/money to win and serve each new unit of business than used to — machinery for finding/closing/onboarding/supporting customers getting cheaper per customer as volume rises — already observed current operating experience. Need look for phrases: "unit economics", "efficiency", "sales cycle", "onboarding", "same sales force producing more", "customers arrive through channels", "cost per customer". The transcript has: - Justyn: "strategic changes ... beginning to materially improve long-term growth and efficiency" but not specific cost per unit. - "record new business ACVs drove ACV growth to record 29%... success up-market ahead of plan." - "leading indicators RPO and cRPO each continue to materially outpace ARR growth rate. RPO growth 62%..." This indicates future revenue, not cost. - "significantly improving quality of business further evident in record non-GAAP operating margins during Q2 and more than 140% growth in cumulative year-to-date free cash flow." Margins improved due to mix, pricing, etc. - "unpredictability at very low end... deprioritized and removed resources from this part of business." This is resource reallocation, not necessarily lower cost per unit. - "upside of strategic shift... structurally positive impact on net dollar retention of core customers and enterprise business further accelerated... enterprise grew nearly 50%... enterprise new business up more than 50%... total net new ARR from this segment also grew greater than 50%." - "premium module attach rates increased by 160 bps from Q1 2023, nearly double uptick...". Attach rates increase ACV per customer, not cost per customer. - "product team delivered 16 care releases... AI..." - Tagger acquisition: "Tagger's ACVs are meaningfully above Sprout's" etc. Not cost efficiency. - Ryan: "partnership with Salesforce... onboarded record 176 logos... expect contributions to grow meaningfully and linearly...

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NO Stale terms, scheduled reset: the existing book is priced for a world that has moved on Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need to determine if management describes that a meaningful portion of existing business is carried at prices below current market, and that this existing business is coming up for repricing/renewal on a schedule, so economics improve without needing new customers. Looking at the transcript: The discussion focuses on strategic changes, moving up-market, removing low-end ARR, pricing changes. They mention "ongoing execution on our pricing changes" and "ACV growth" but that's about new business and existing customers? They talk about "price lifts for the existing customers that have rolled out throughout the year" - that suggests existing customers are being repriced. But is that a meaningful portion? They say "we are feeling really good about the price lifts for the existing customers that have rolled out it throughout the year. And I think it ranges anywhere from like, we have talked about, low-middle single digits to low-middle double digits." That indicates existing customers are getting price increases. But is that because the old prices were below current market? They also mention "the exit from a number of low-value logos" and "removed non-core ARR" - that's about dropping low-value customers, not repricing them. The question asks: Is there a situation where the existing book was struck at past conditions below current market, and management describes a schedule for resetting? They mention pricing changes that have been rolled out to existing customers. But is that a "meaningful portion"? They say "ongoing execution on our pricing changes" and "price lifts for the existing customers" - that suggests they are repricing existing customers. However, the context is that they are also moving up-market and dropping low-end customers. The repricing seems to be part of a broader strategy, but is it that the old terms are clearly below current market? They don't explicitly say that the existing book is below market and will reset. They talk about price increases for existing customers, but that could be just normal annual increases or part of a pricing change. The question requires that the gap is significant and that the improvement is already embedded in commitments. They do say "we are feeling really good about the price lifts for the existing customers that have rolled out it throughout the year" - that indicates they are already seeing the benefit.

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NO First domino, named next dominoes: management generalizes a fresh win into a repeatable template and points to the speci Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need to determine if management explicitly generalizes a recent real success as a repeatable template and identifies specific next places where it's being applied. Looking at the transcript: They discuss the Tagger acquisition, Salesforce partnership, and various customer wins. But the question is about a specific success being treated as a template and next repetitions identified. Management talks about the Salesforce partnership: "We onboarded a record 176 logos in Q2 and we continue to expect contributions to grow meaningfully and linearly over the course of 2023 building to a very strong Q4 as the largest and most complex deployments begin to make their migration over to Sprout." That's a success, but is it generalized as a template? They mention "we continue to expect contributions to grow" but not explicitly a template with specific next instances. They also talk about the Tagger acquisition as a new capability, but that's not a proven success yet—it's an acquisition, not a won customer or deployment. They mention "record new business ACVs" and "enterprise grew nearly 50%" but that's overall growth, not a specific success generalized. The question asks: "does management take a RECENT, REAL SUCCESS the company has actually achieved — a won customer, a completed project or deployment, a successful product introduction, a first site, market, program, or partnership that is now demonstrably working and producing real business — and explicitly GENERALIZE it, telling investors in substance: 'what we just did here is not a one-off — it is a template we can repeat,' AND does management identify the SPECIFIC NEXT PLACES where that same template is already being applied right now?" Looking for a specific instance. The Salesforce partnership might be one. They say "we onboarded a record 176 logos in Q2" and "we continue to expect contributions to grow meaningfully and linearly" but they don't explicitly say "this is a template we can repeat" and then name specific next places. They mention "the largest and most complex deployments" but that's vague. Another possibility: They talk about the success of their strategic shift up-market, but that's not a single success. They also mention "we have already delivered 16 material care related releases in 2023" but that's product development. The Tagger acquisition is not a proven success yet; it's just announced.

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NO Doors opening at the company's own gates: dependent parties now grant the company better-than-history treatment Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need to determine if management describes any dependency gate being opened with unusual ease or generosity. The transcript discusses Tagger acquisition, Salesforce partnership, etc. But the question is about parties the company depends on to operate or grow (suppliers, vendors, etc.) treating the company better than ordinary course. The examples given: suppliers giving allocation priority, creditors better terms, landlords, platforms, regulators, etc. In the transcript, management talks about Salesforce partnership, but Salesforce is a customer/partner? Actually Salesforce is a platform? They mention "partnership with Salesforce" and "native integration into Salesforce marketing cloud". But Salesforce is more of a partner that enables distribution? 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". Salesforce could be seen as a platform gatekeeper? But the transcript describes Salesforce as a partnership where Sprout is integrated. Is that a dependency? They mention "we further capture the Social Studio opportunity" and "align ourselves as the standard social platform for all Salesforce customers". That might be a platform relationship. But does management present it as a departure from ordinary course? They say "accelerated momentum" and "record 176 logos" but that's about customers coming from Salesforce. That's more about customer acquisition, not about a gatekeeper granting access. The question is about the company's own pathway being widened by parties that control that pathway. Salesforce could be a gatekeeper for distribution, but is it described as treating Sprout better than before? They mention "product alignment went even deeper this quarter with a native integration into the Salesforce marketing cloud" - that could be seen as Salesforce granting access or integration. But is that a departure from ordinary course? They don't explicitly say that Salesforce is giving them preferential treatment. They just describe the integration and the results. Another possibility: the acquisition of Tagger - that's a company they bought, not a dependency gate. The question specifically asks about parties that supply, serve, host, approve, certify, finance, or enable the company.

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NO Everything is being bought forward: buyers, and the company, are both committing ahead of when they need to Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need answer YES/NO. Need analyze transcript for phenomenon: buyers committing earlier, company committing earlier in response, management says lengthened horizon changes visibility and numbers not yet show. Need only transcript. Let's parse. Company Sprout Social. They discuss RPO, cRPO, ARR, enterprise growth, Salesforce partnership, Tagger acquisition. Need see if management describes timing of commitments moved earlier than normal. They mention RPO growth 62%, cRPO 47%, RPO 63% of ARR. But is that "buyers committing earlier than they used to"? RPO is backlog of contracted future revenue. They say leading indicators RPO/cRPO materially outpace ARR growth. But do they say customers are locking in further ahead than normal? They mention "Q2 RPO represented more than 63% of total ARR up more than 2,000 basis points over past 2 years." That suggests more forward committed relative to ARR. But is that due to longer contracts? They mention "unit economics of that business are much stronger, the size of those deals, and the length of those contracts are longer" in context of free cash flow. Also "enterprise business" with longer contracts. But is that a recent shift? They say "strategic changes late last year" and "success up-market" and "significantly improving quality." They mention "record new business ACVs" and "RPO growth 62% underscores momentum up-market." But do they explicitly say buyers are committing earlier than they used to? They say "RPO represented more than 63% of total ARR up more than 2,000 basis points over past 2 years." That indicates a lengthening of forward commitments. Also "cRPO growth rate of 47% year-over-year." But is that just strong demand? Need see if company is committing earlier in response. They mention "we have deliberately deprioritized and removed resources from low end" and "structural and organizational changes to rapidly expand investments in AI" and "accelerate roadmap" and "acquisition of Tagger" - but that's not necessarily provisioning ahead due to buyer early commitments. They mention "we have incorporated approximately $3 million of revenue into guidance for remainder of 2023" for Tagger, no cross-sell. They mention "we have decisively modeled our lowest customer tier ARR to decline to zero" - that's removing low end. They mention "we expect that Tagger will be accretive to ARR and ACV growth rates" etc.

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NO Mid-period crossings: the quarter's story is things that started during it and are still completing Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need to determine if the management's account of the just-reported period (Q2 2023) is built around real business activity that crossed from not-happening to happening partway through the period or just around its edges, and whether management makes clear that this newly started activity is still completing its climb, so the period's reported numbers averaged the 'before' and 'after' and therefore sit below the level at which the business is already running. Key elements to look for: - A concrete piece of business that genuinely began during or immediately around the reported period, described as a start (e.g., began shipping, launched, went live, started generating revenue). - Management conveys that because it started partway, the reported results captured only a partial slice, and the business is exiting at a higher level, with the remaining climb being a matter of the already-started activity continuing. In the transcript, what are the main topics? The call discusses Q2 2023 results, strategic changes, the acquisition of Tagger (influencer marketing), Salesforce partnership, AI investments, and guidance. The acquisition of Tagger is announced on this call, but the acquisition is not yet closed? Actually, they say "We acquired Tagger media for a cash consideration of $140 million." So it's an acquisition that has been completed. But does it start contributing revenue during the period? They say "We have incorporated approximately $3 million of revenue into our guidance for the remainder of 2023." That suggests Tagger's revenue is expected in the future, not necessarily in Q2. The acquisition was announced on this call, so it likely closed after Q2 or around the end. They say "We acquired Tagger" but the revenue is for the remainder of 2023, so it's not yet contributing in Q2. So that's not a start that happened during the period. What about Salesforce partnership? They mention "we onboarded a record 176 logos in Q2" and "we continue to expect contributions to grow meaningfully and linearly over the course of 2023 building to a very strong Q4 as the largest and most complex deployments begin to make their migration over to Sprout." This suggests that the Salesforce partnership is ramping, but it's not a single start; it's an ongoing partnership with many logos. The migration of large deployments is expected in Q4, so not yet started in Q2.

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NO Bought-and-paid-for optionality: the company already holds a second, unmonetized position it can switch on at will Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need to determine if the transcript describes a second, largely unmonetized position that the company already holds, which management is actively deciding how and when to convert into revenue. The key elements: (1) a real holding already in hand, separate from current operations; (2) it currently produces little or nothing, and management says so; (3) management is now working on converting it, and the decision is largely theirs. Looking at the transcript, the main topics are: the core business performance, the acquisition of Tagger (influencer marketing), and the strategic shift upmarket. The acquisition of Tagger is a new addition, but it's being integrated into the business. Is Tagger a "dormant holding"? No, it's a business being acquired and integrated, not an idle asset. The company is already using it, and it's part of the current operations going forward. It's not something that is currently producing little and being converted; it's a new acquisition that will contribute revenue. What about the "low end" customer base? They are removing it from forecast, but that's not a holding to monetize; it's a segment they are deprioritizing. What about the Salesforce partnership? That's an existing relationship that is being leveraged, but it's already part of the current business. What about the AI capabilities? They are developing them, but that's part of the product roadmap, not a separate dormant asset. The transcript mentions "we have introduced our new medium-term financial plan expect to exceed $1 billion in subscription revenue in 2028." That's a target, not a holding. The only possible candidate is the Tagger acquisition itself. But Tagger is being acquired and will be integrated into the business. It's not something that is currently producing little and being converted; it's a new business that will be sold. The company is not sitting on it; they are actively selling it. So it's not a dormant holding. Also, the transcript says "we have incorporated approximately $3 million of revenue into our guidance for the remainder of 2023" for Tagger, so it's already contributing. Thus, there is no description of a second, largely unmonetized position that the company already holds and is deciding how to convert. The company is focused on its core business and the new acquisition, but that's not a dormant asset. Therefore, the answer is NO.

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NO Constraint-side candor: management freely details what it cannot yet do while demand is not the question Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need to determine if management voluntarily and specifically details the company's own current limitations, while making clear that demand is not the problem, and pairs that with remediation already underway. The question asks for a YES/NO answer based on the transcript. Let's analyze the transcript. Management discusses several things: strategic changes, moving up-market, deprioritizing low-end customers, removing non-core ARR from plan, etc. They mention that the low end of the business has been unpredictable and difficult to forecast. They say they have deliberately deprioritized and removed resources from that part. They also mention that they have removed non-core ARR from their plan for the remainder of the year and modeling to have it cycled out fully heading into 2024. This is about a segment they are choosing to exit or de-emphasize, not a limitation in serving demand. They are not saying they cannot serve demand; they are saying they are choosing not to serve that segment. They also discuss the Tagger acquisition, which is about expanding capabilities. They mention that they have no cross-selling assumptions yet, but that's not a limitation. They talk about AI and product releases, but not about limitations. They mention that they have removed low customer tier ARR to decline to zero, which is a strategic decision, not a limitation. The question asks: "does management VOLUNTARILY AND SPECIFICALLY DETAIL THE COMPANY'S OWN CURRENT LIMITATIONS — what it cannot yet produce, serve, staff, deliver, or handle — while making clear that DEMAND FOR WHAT IT SELLS IS NOT THE PROBLEM, and does management pair that candor with real remediation already underway?" Looking for specific self-identified limits: capacity lacks, roles it cannot fill fast enough, systems not ready, output it cannot yet reach, orders it cannot yet serve. In the transcript, management talks about the low end of the business being unpredictable and difficult to forecast, but they are not saying they cannot serve demand; they are saying they are deprioritizing it. They also talk about the impact of pricing changes on that segment. But they are not describing a limitation in serving demand; they are describing a strategic choice to focus elsewhere. They also mention that they have removed non-core ARR from plan, which is about forecasting, not about inability to serve.

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NO Operator fluency on fresh ground: management answers probing questions about a new driver with unhesitating operational Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

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, adding specific operational substance beyond prepared remarks, across at least two exchanges, while conveying that the element's contribution is still early. The recently emerged element could be the Tagger acquisition (influencer marketing) or perhaps the Salesforce partnership? But Tagger is the most recently emerged. The acquisition was announced on this call. So it's very new. Analysts ask about Tagger. Let's see the exchanges. First question about Tagger: Parker Lane asks about Tagger's business model, target size. Ryan Barretto answers with specifics: "skews very much in the system to getting customers in the enterprise... customers like Estee Lauder, Bose, Omnicom... technology... looks and feels a lot like Sprout... R&D team... impressed... go to market motion... lines up well." That's some operational detail but not extremely granular. Then later Adam Hotchkiss asks about Tagger: "why now on buying that business? And how you thought about that from M&A environment and balance sheet perspective?" Justyn Howard answers about strategic timing, not operational detail. Then Ryan adds about inbound leads: "over 40 inbound from brands... excited about spending time with us on this product." That's some operational color. Then later Matt VanVliet asks about Tagger: "where are you projecting this to be in terms of contribution, or any kind of premium lift and pricing... how much of a lift can you get at existing customers?" Ryan answers qualitatively, then Joe gives modeling: $3 million revenue in guidance, no cross-sell assumed. That's financial housekeeping. Then Scott Berg asks about Tagger: "part of the rationale was on the differentiation side... how 50% of your RFPs have this... do you see this typically being selected in the sales cycle?" Ryan answers about competitive advantage, sales cycles, etc. That's some operational detail. Then Elizabeth Porter asks about Tagger: "any sort of overlap with the customer base... how should we think about the balance of benefits from the acquisition skewed to either landing more customers with this asset now in your portfolio versus the cross-sell opportunity?" Ryan answers about overlap and upside.

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NO Fresh problems of growth: the call's frictions are about handling more business, not finding it Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need answer only YES or NO. Need evaluate transcript. Need determine if difficulties discussed are predominantly problems of growth vs weakness/decline/demand. Need use only transcript. Let's parse. Company Sprout Social Q2 2023. They discuss strategic changes, deprioritized low end, removing non-core ARR from plan, low end unpredictable, difficult to forecast. They talk about growth upmarket, record new business ACV, enterprise growth, RPO growth. Difficulties: "unpredictability at the very low end of our business has remained difficult to forecast in Q2. So we view this as a positive trade-off and have deliberately deprioritized and removed resources from this part of our business." They removed non-core ARR from plan. This is not growth friction but strategic deprioritization of low end due to unpredictability. Also Tagger acquisition integration? They mention temporal impact of absorption of Tagger expenses, one-time global employee event, timing of sales hiring. Are these growth frictions? They are costs from expansion/acquisition. But question asks difficulties predominantly PROBLEMS OF GROWTH — frictions created by business getting bigger or moving faster than current setup. Management discusses "timing of sales hiring in Q2, then temporal impact of absorption of Tagger expenses" as impacting Q3 margin. Also "we were fortunate to hire well throughout the quarter" no strain. They mention "structural improvements" and "record margins." They don't really discuss operational growing pains. They discuss low-end challenges as unpredictability, not growth. They discuss "we have decisively modeled our lowest customer tier ARR to decline to zero" to reduce forecast risk. That's a challenge of weakness in low end, but they frame as deliberate deprioritization. The main difficulties are low-end churn/forecast, and margin dilution from Tagger/events. Are those growth problems? Tagger acquisition is expansion, but "absorption of Tagger expenses" is a cost of growth/acquisition. However question asks difficulties predominantly problems of growth. Need see if management's account conveys main operational tensions stem from expansion already happening. They mention "timing of sales hiring" and "one-time global employee event" and "absorption of Tagger expenses" as Q3 operating loss. These are costs associated with scaling/hiring/acquisition.

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NO Fixed price, unfixed volume: the company is locked into a rate while the amount it can sell against it is climbing Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need to determine if the transcript describes a situation where price/rate/fee per unit is fixed or contractually set, and volume is currently rising, with reported results reflecting lower volume. The company is Sprout Social, a SaaS company. They have subscription revenue. The natural unit could be subscriptions, seats, customers, ACV (annual contract value). The price side: they have pricing changes, but are they fixed? They have pricing changes that are already implemented. But the question asks about a situation where the rate is already settled and volume is rising. Looking for management indicating that the price per unit is fixed (e.g., contracts, fees) and volume is increasing. For SaaS, usually subscriptions are at agreed rates. But the specific situation described: does management mention that they have contracts with fixed rates and are adding volume? They mention Salesforce partnership, migrations, etc. But is there a specific situation? The question asks about "THE PRICE, RATE, OR FEE THE COMPANY EARNS ON A MEANINGFUL PART OF ITS BUSINESS IS ALREADY FIXED OR CONTRACTUALLY SET, while THE QUANTITY OF BUSINESS THE COMPANY CAN EARN THAT RATE ON IS CURRENTLY RISING OR ABOUT TO RISE". Possible examples: They have salesforce partnership where customers migrate over, and they have set pricing? Not explicitly. They might have long-term contracts with customers at agreed rates, and they are adding more customers/volume. But that's typical for SaaS. The question requires that management explicitly conveys that the price is not the open variable, but the volume is rising and results reflect lower volume. In the transcript, they talk about removing non-core ARR, focusing on enterprise, etc. But I don't see a specific situation where the rate is locked and volume is rising as a distinct phenomenon. They mention "record new business ACVs" and "ACV growth" but that's about average contract value, not necessarily fixed rate per unit. The question is looking for a scenario like a company with a long-term offtake agreement at a fixed price, and they are now shipping more units. Here, Sprout is a subscription company. They have subscription contracts at set rates, and they are adding more customers/subscriptions. Is that the same? The essence: the price per unit (subscription fee) is set, and the volume (number of subscribers) is rising.

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NO Compounding order flow: the same customers keep coming back bigger, and the company is quietly widening the funnel behin Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need to determine if management describes a shift from persuading buyers to provisioning them. The question asks: does management convey that the practical work is getting more of its offering into the hands of buyers who have already decided, rather than convincing buyers to decide? Let's analyze the transcript. Key points: They talk about strong demand, record new business ACVs, enterprise growth, Salesforce partnership, Tagger acquisition. They mention that they are seeing strong demand, but also mention unpredictability at low end. They talk about removing non-core ARR from plan. They talk about provisioning? They mention "we have deliberately deprioritized and removed resources from this part of our business" (low end). They talk about "upside of our strategic shift" and "enterprise business further accelerated". They talk about "premium module attach rates" and "product team has already delivered 16 material care related releases". They talk about AI investments. They talk about Tagger acquisition to expand capabilities. They talk about "we will deliver the next generation of social insights" etc. Do they describe that buyers have already decided and they are provisioning? They mention "we currently see influencer marketing in more than half of our enterprise RFPs" - that's demand. They talk about "record new business ACVs" - that's winning. They talk about "we are beginning to see if structurally positive impact on net dollar retention" - that's expansion. They talk about "enterprise new business was up more than 50% year-over-year" - that's winning new business. The question is about whether the company's own commercial effort has shifted from persuading to provisioning. That would mean that the main challenge is not getting customers but fulfilling orders, onboarding, capacity, etc. In the transcript, management talks about "we have removed our loan customer report from our forecast" (low end) and "we have decisively modeled our lowest customer tier ARR to decline to zero" - that's about cutting low end. They talk about "we are seeing everything we want to see from our strategic shift" and "structural improvements in our business and accelerated momentum up-market". They talk about "the unpredictability at the very low end of our business has remained difficult to forecast" - that's about demand uncertainty at low end.

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NO Deprived of a working part of itself: management describes an already-proven piece of the business it is currently unabl Q2 2023 · archived research check

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

NOQ2 2023 · 2023-08-04

We need to determine if the transcript describes a situation where a proven part of the business is being held back by the company itself, and management is actively working to feed it, with results understating potential. Let's analyze the transcript. Key topics: Sprout Social's Q2 2023 earnings. They discuss strategic changes, moving up-market, enterprise growth, Tagger acquisition, AI, etc. The question asks: "On this call, does management describe that ONE IDENTIFIABLE PART OF THE COMPANY'S BUSINESS HAS ALREADY PROVEN ITSELF IN REAL USE, and that the company is CURRENTLY UNABLE TO GIVE IT WHAT IT NEEDS — so that management's own account of the period is about a working thing being held back by something inside the company, together with the concrete steps now being taken to release it?" We need to find a specific part that is proven, working, but constrained by internal shortfall, and management is actively addressing it. Look for mentions of a specific product or segment that is performing well but limited by internal capacity. For example, they talk about enterprise business growing 50% year-over-year, record new business ACVs, etc. But is there a constraint? They mention "unpredictability at the very low end of our business" and they are deprioritizing that. That's not a proven piece being held back; they are cutting it. What about Tagger? They just acquired it. It's not yet integrated, and they are not assuming cross-sell. That's a new acquisition, not proven in their own use yet. What about Salesforce partnership? They onboarded 176 logos, but that's a partnership, not a part of the company being held back. What about AI? They are investing in AI, but that's a roadmap, not yet proven. What about social listening? They mention it as a product, but no specific constraint. Maybe the "premium module attach rates" - they are strong, but no mention of being held back. Look for a phrase like "we are unable to supply" or "we are constrained" or "we are investing to catch up" etc. They mention "we have deliberately deprioritized and removed resources from this part of our business" referring to low-end. That's the opposite. They mention "we are beginning to see if structurally positive impact on net dollar retention of our core customers and our enterprise business further accelerated during Q2" - that's positive, not constrained.

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Showing the latest 18 of 211 archived research questions.

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

Past calls

SPT call history

Open a quarter only when you want its detailed evidence.

C Q1 2026 · Caution · 2026-05-08Management raised guidance against mixed demand signals and expanding margins. The delivery was rich in specifics.
Guidance: raisedDemand: mixedMargins: expandingBacklog: growingPricing: stable⚑ Critic ammunition⚑ Question left hanging✓ Guidance underwritable✓ Resolves doubts✓ Prepayments growing✓ Early product, fast growth
Candor 6/9
Specificity 7/9
Evasion 3/9
Confidence 7/9
Uncertainty 4/9
Promotion 6/9
Stress 3/9
Complexity 5/9
View the 20 core call-quality checks
NO Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
YES Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
YES Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
YES Does the final speaker sound like they are summarizing a finished story?
YES Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
B Q1 2025 · Solid call · 2025-05-08Management raised guidance against steady demand and expanding margins. The delivery was rich in specifics.
Guidance: raisedDemand: stableMargins: expandingBacklog: growingPricing: stableHeadcount: growing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Prepayments growing⚑ Reads rehearsed
Candor 6/9
Specificity 7/9
Evasion 3/9
Confidence 7/9
Uncertainty 4/9
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?
YES Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
YES Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
C Q4 2024 · Caution · 2025-02-25Management held guidance steady against steady demand and expanding margins. The delivery was unusually candid, rich in specifics.
Guidance: maintainedDemand: stableMargins: expandingBacklog: growingPricing: stableHeadcount: cutting⚑ Critic ammunition⚑ Question left hanging✓ Guidance underwritable✓ Resolves doubts✓ Prepayments growing✓ Early product, fast growth
Candor 7/9
Specificity 7/9
Evasion 3/9
Confidence 7/9
Uncertainty 4/9
Promotion 6/9
Stress 2/9
Complexity 4/9
View the 20 core call-quality checks
NO Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
YES Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
YES Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
D Q3 2024 · Weak call · 2024-11-09Management held guidance steady against steady demand and expanding margins. The delivery was rich in specifics.
Guidance: maintainedDemand: stableMargins: expandingBacklog: growingPricing: stableHeadcount: cutting⚑ Critic ammunition⚑ Question left hanging✓ Guidance underwritable✓ Prepayments growing✓ Early product, fast growth⚑ Reads rehearsed
Candor 6/9
Specificity 7/9
Evasion 3/9
Confidence 7/9
Uncertainty 4/9
Promotion 5/9
Stress 3/9
Complexity 3/9
View the 20 core call-quality checks
NO Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
NO Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
YES Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
YES Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
YES Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
D Q2 2024 · Weak call · 2024-08-01Management held guidance steady against mixed demand signals and expanding margins. The delivery was promotional in tone.
Guidance: maintainedDemand: mixedMargins: expandingBacklog: growingPricing: stable⚑ Critic ammunition⚑ Question left hanging✓ Resolves doubts✓ Prepayments growing✓ Early product, fast growth
Candor 6/9
Specificity 6/9
Evasion 2/9
Confidence 7/9
Uncertainty 4/9
Promotion 7/9
Stress 3/9
Complexity 3/9
View the 20 core call-quality checks
NO Would a skeptical short-seller find this call reassuring?
NO Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
YES Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
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?
YES Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
F Q1 2024 · Very weak call · 2024-05-02Management lowered guidance against mixed demand signals and expanding margins. The delivery was unusually candid, rich in specifics.
Guidance: loweredDemand: mixedMargins: expandingBacklog: growingPricing: raisingHeadcount: growing⚑ Critic ammunition⚑ Question left hanging✓ Prepayments growing✓ Early product, fast growthDirection beats results
Candor 7/9
Specificity 7/9
Evasion 4/9
Confidence 6/9
Uncertainty 5/9
Promotion 5/9
Stress 4/9
Complexity 7/9
View the 20 core call-quality checks
NO Would a skeptical short-seller find this call reassuring?
NO Would a careful investor underwrite management's guidance?
NO Is management's confidence proportionate to the evidence presented?
NO Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
YES Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
YES Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
C+ Q4 2023 · Mixed call · 2024-02-20Management held guidance steady against accelerating demand and expanding margins. The delivery was rich in specifics, relaxed under questioning, promotional in tone.
Guidance: maintainedDemand: acceleratingMargins: expandingBacklog: growingPricing: raisingHeadcount: growing⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Prepayments growing✓ Volume step-up ahead
Candor 6/9
Specificity 8/9
Evasion 3/9
Confidence 8/9
Uncertainty 2/9
Promotion 7/9
Stress 1/9
Complexity 5/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
YES Do they serve a small fraction of their addressable customers?
YES Is volume about to step up rather than grow gradually?
YES Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
YES Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
YES Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
YES Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
View 16 earlier calls
CallDateGradeGuidanceDemandMarginsCandorEvasion
Q3 2023 2023-11-03 C+ raisedacceleratingexpanding 6/9 4/9
Q2 2023 2023-08-04 B+ raisedmixedexpanding 7/9 2/9
Q1 2023 2023-05-02 B+ raisedacceleratingexpanding 7/9 2/9
Q4 2022 2023-02-21 A raisedacceleratingexpanding 7/9 3/9
Q3 2022 2022-11-06 B+ raisedmixedexpanding 8/9 3/9
Q2 2022 2022-08-02 B+ raisedacceleratingexpanding 7/9 2/9
Q1 2022 2022-05-03 B+ raisedacceleratingexpanding 6/9 1/9
Q4 2021 2022-02-22 B maintainedacceleratingexpanding 6/9 2/9
Q3 2021 2021-11-02 A raisedacceleratingexpanding 7/9 2/9
Q2 2021 2021-08-03 A raisedacceleratingexpanding 6/9 3/9
Q1 2021 2021-05-05 A raisedacceleratingexpanding 7/9 2/9
Q4 2020 2021-02-23 A maintainedacceleratingexpanding 7/9 2/9
Q3 2020 2020-11-09 B+ raisedacceleratingexpanding 6/9 2/9
Q2 2020 2020-08-09 A raisedacceleratingexpanding 6/9 1/9
Q1 2020 2020-05-10 B+ loweredmixedstable 8/9 1/9
Q4 2019 2020-02-26 A noneacceleratingexpanding 7/9 2/9
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