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UPWK · Earnings-call lab · 31 calls graded · 2018–2026

Upwork 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
31calls analyzed
2018–2026coverage
NEWESTQ2 2026 call
2026-08-17 · 500 / 500 checks · members only
LockedStarter · $1 first week
AI call read
Grade locked
Grade and plain-English verdict
Expected 45-day move
Locked
Move size estimate, not direction
AI checks completed
500/ 500
Every check answered YES or NO

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

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OPENQ1 2026 call
2026-05-12 · 4 analysts · 7 questions · 500 / 500 checks
Free · full reportThe quarter before the newest
F
Call grade · Bottom 9% of 177,437 calls
Very weak call. Management lowered guidance against slowing demand and expanding margins. The delivery was unusually candid, rich in specifics, promotional in tone.
Management toneResultTypical range · middle half of all callsFlag
Candor7 /9
—
Evasion2 /9
—
Specificity8 /9
—
Confidence7 /9
—
Uncertainty6 /9
H
Promotion7 /9
H
Stress4 /9
H
Complexity5 /9
—
Since the quarter before · Q4 2025 → Q1 2026
Guidance maintainedloweredDemand acceleratingslowingMargins stableexpandingPricing raisingHeadcount cutting⚑ Critic ammunition⚑ Question left hanging✓ Early product, fast growth⚑ Reads rehearsedHidden segmentDirection beats results
Notable checks detected
  • Is there a questioner from an investment bank other than the first three analysts who ask questions?
  • Does the operator mention a queue or "next question" more than three times?
  • Does the operator use the phrase "next question" at least three times?
  • Does any speaker use "we're" where "we are" could substitute, more than twenty times overall?
ScreenersGuidance LoweredHigh CandorPromotional ToneCritic AmmunitionEarly Product, Fast GrowthRaising PricesMargins ExpandingDemand Slowing
Lab panel · Q1 2026 call

30 markers, measured against 177,437 calls

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

8 flags on this call
LanguageResultTypical range · middle half of all callsFlag
AI mentionsTimes management said AI, generative, LLM or agentic.66 mentions
typical 0–0
H
"Great question"Management praising a question before answering it.1 times
typical 0–1
—
Thank-yousEvery thanks on the call, in both directions.5 times
typical 13–31
—
BuzzwordsSynergies, headwinds, flywheels, best-in-class and friends.2.0 /1k words
typical 0.6–1.8
H
HedgesSort of, kind of, roughly, I think, probably.7.7 /1k words
typical 5.5–10.5
—
SuperlativesRecord, unprecedented, tremendous, incredible.1.1 /1k words
typical 0.3–1.2
—
Outside forcesMacro, weather, currency, tariffs, supply chain.10 mentions
typical 1–9
H
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.20.8 /1k words
typical 21.2–35.3
L
"Excited"Excited, exciting, thrilled.5 times
typical 0–3
H
Script shareShare of the call spent on prepared remarks rather than questions.53% % of call
typical 35%–55%
—
CEO shareHow much of the talking the CEO did.62% % of mgmt words
typical 29%–68%
—
Longest answerThe longest single management answer in the Q&A.667 words
typical 249–461
H
Reading levelFlesch–Kincaid grade level of management answers.10.1 US grade
typical 7.6–9.6
H
Behaviour · from the 500 checksDetectedTypical range · middle half of all callsFlag
FlatteryCompliments, thank-yous and first names between analysts and management.15 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.14 of 27
typical 3–12
H
HypeSuperlatives and excitement in management language.8 of 11
typical 2–8
—
Analyst pushbackHow hard the analysts pressed: follow-ups, two-part questions, challenges.3 of 22
typical 5–10
—
ConfessionAdmissions, apologies and self-corrections.0 of 11
typical 1–5
—
Call theaterStage management: operator mechanics, scripted cues, "color".14 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

Q1 2026 · 500 checks

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

500checked
210detected
290not 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
YES 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 YES

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

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

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

Transcript-only check Detected in 18% of calls 85% repeat consistency
YES Does the transcript contain the phrase "next question" at least twice? Air Traffic · seen in 83.8% of calls
How to read this YES

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

Transcript-only check Detected in 83.8% of calls 97.3% repeat consistency
NO Does an analyst ask a question spanning more than five sentences? Air Traffic · seen in 75.4% 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 75.4% of calls 88.6% repeat consistency
YES Does any analyst ask a question containing multiple sub-questions (three or more)? Air Traffic · seen in 89.5% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 55.8% of calls 83.8% repeat consistency
NO Does anyone say "guidance" in the same sentence as a specific number? Air Traffic · seen in 56.4% 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 56.4% of calls 90.3% repeat consistency
NO Does any analyst say "congrats" or "congratulations" to management? Air Traffic · 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 99.7% repeat consistency
NO Is the word "scale" or "scaling" used as a verb? Air Traffic · seen in 22.7% of calls
How to read this NO

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

Transcript-only check Detected in 22.7% of calls 97.7% repeat consistency
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
NO Does any analyst say "thank you" before asking their question? Air Traffic · seen in 71.4% of calls
How to read this NO

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

Transcript-only check Detected in 71.4% of calls 90.4% repeat consistency
NO Does any analyst name two or more executives when asking their question? Air Traffic · seen in 35.1% of calls
How to read this NO

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

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

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

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

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

Transcript-only check Detected in 51.5% of calls 83.9% repeat consistency
NO Does any executive use the word "momentum" at least twice? Air Traffic · seen in 29.5% of calls
How to read this NO

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

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

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

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

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

Transcript-only check Detected in 51.6% of calls 96.9% repeat consistency
NO Does any speaker say "thank you" more than three times? Air Traffic · 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 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
NO Does any speaker say "operator" aloud during the call? Air Traffic · seen in 43.9% 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 43.9% of calls 87.6% repeat consistency
YES Does anyone repeat the same stock phrase three or more times? Anthropologist · seen in 85.4% of calls
How to read this YES

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

Transcript-only check Detected in 85.4% of calls 82.7% repeat consistency
NO Does anyone use the phrase "as you know" to introduce a claim? Anthropologist · seen in 49% of calls
How to read this NO

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

Transcript-only check Detected in 49% of calls 90.7% repeat consistency
NO Does any speaker apologize without attaching a fix to the apology? Anthropologist · seen in 21.2% of calls
How to read this NO

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

Transcript-only check Detected in 21.2% of calls 85.3% repeat consistency
YES Does the call end without any closing statement from the CEO? Anthropologist · seen in 24.4% of calls
How to read this YES

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

Transcript-only check Detected in 24.4% of calls 93% repeat consistency
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
NO Does any executive's first sentence include the word "revenue"? Clinical Trial · seen in 11.4% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 29.5% of calls 97.3% repeat consistency
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
YES Does anyone use the phrase "to be clear"? Compliance · seen in 16.3% of calls
How to read this YES

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

Transcript-only check Detected in 16.3% of calls 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
YES Does the word "journey" appear? Con Artist · seen in 19.8% of calls
How to read this YES

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

Transcript-only check Detected in 19.8% of calls 99.7% repeat consistency
YES Does the speaker describe a strategy as "disciplined" without describing any trade-off? Con Artist · seen in 23.1% of calls
How to read this YES

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

Transcript-only check Detected in 23.1% of calls 84% repeat consistency
NO Is there an apology offered to a specific analyst by name? Con Artist · seen in 11.2% of calls
How to read this NO

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

Transcript-only check Detected in 11.2% of calls 94.3% repeat consistency
YES Does anyone use the phrase "to be honest" or "frankly"? Couples · seen in 33.8% 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 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
YES Does someone use a personal anecdote rather than a metric to justify confidence? Couples · seen in 20.8% 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 20.8% of calls 81.3% repeat consistency
YES Does the word "question" appear in the operator's speech more than three times? Courtroom · seen in 88.1% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 77.2% of calls 93.3% repeat consistency
YES Does management use the word "confident" or "confidence" at least twice? Courtroom · seen in 53.4% of calls
How to read this YES

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

Transcript-only check Detected in 53.4% of calls 96.3% repeat consistency
NO Does the phrase "record" appear at least twice in the transcript? Courtroom · seen in 34.9% of calls
How to read this NO

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

Transcript-only check Detected in 34.9% of calls 93.3% repeat consistency
NO Does the word "team" appear at least twice? Courtroom · seen in 72% of calls
How to read this NO

The model did not 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% of calls 93.9% repeat consistency
NO Does management promise to follow up or take a question offline? Courtroom · seen in 18.2% of calls
How to read this NO

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

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

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

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

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

Transcript-only check Detected in 11.5% of calls 96.3% repeat consistency
NO Does anyone use the phrase "moving forward" or "go forward"? Courtroom · seen in 40.7% of calls
How to read this NO

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

Transcript-only check Detected in 40.7% of calls 85.5% repeat consistency
NO Does management mention a specific number of stores, locations, or markets? Courtroom · seen in 48% of calls
How to read this NO

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

Transcript-only check Detected in 48% of calls 88.9% repeat consistency
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
YES Does the operator use the phrase "next question" at least three times? Debate · seen in 75.2% of calls
How to read this YES

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

Transcript-only check Detected in 75.2% of calls 97.3% repeat consistency
YES Does any analyst mention a specific percentage figure in their question? Debate · seen in 66.3% of calls
How to read this YES

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

Transcript-only check Detected in 66.3% of calls 93.3% repeat consistency
YES Does the word "quarter" appear in at least ten questions or answers during the Q&A? Debate · seen in 75.7% of calls
How to read this YES

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

Transcript-only check Detected in 75.7% of calls 91.2% repeat consistency
YES Does at least one analyst ask a question about margins or costs? Debate · seen in 88.5% of calls
How to read this YES

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

Transcript-only check Detected in 88.5% of calls 95.6% repeat consistency
YES Does the CEO answer the majority of analyst questions personally? Debate · seen in 66.9% of calls
How to read this YES

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

Transcript-only check Detected in 66.9% of calls 91.6% repeat consistency
YES Does any analyst ask a question phrased as "Can you talk about" or "Can you speak to"? Debate · seen in 60% of calls
How to read this YES

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

Transcript-only check Detected in 60% of calls 89.6% repeat consistency
YES Does the CFO speak during the Q&A portion at least twice? Debate · seen in 80.6% of calls
How to read this YES

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

Transcript-only check Detected in 80.6% of calls 98.3% repeat consistency
YES Does any question reference a specific quarter (e.g., "fourth quarter") by name? Debate · seen in 76.2% of calls
How to read this YES

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

Transcript-only check Detected in 76.2% of calls 92.3% repeat consistency
NO Does the operator interrupt the Q&A to announce time is limited or that this will be the last question? Debate · seen in 24% of calls
How to read this NO

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

Transcript-only check Detected in 24% of calls 91.2% repeat consistency
YES Does any analyst ask a question beginning with "just" (e.g., "just curious")? Debate · seen in 77.8% of calls
How to read this YES

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

Transcript-only check Detected in 77.8% of calls 82.8% repeat consistency
NO Does any analyst ask about a specific dollar amount or number stated in the prepared remarks? Debate · seen in 86.4% of calls
How to read this NO

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

Transcript-only check Detected in 86.4% of calls 84.9% repeat consistency
YES Does any question begin with the words "can you" or "could you"? Debate · seen in 83.3% of calls
How to read this YES

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

Transcript-only check Detected in 83.3% of calls 86.2% repeat consistency
NO Does any executive use the phrase "if you look at" during the Q&A? Debate · seen in 52.9% of calls
How to read this NO

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

Transcript-only check Detected in 52.9% of calls 93.3% repeat consistency
YES Does the CFO answer at least one question without the CEO speaking first? Debate · seen in 77.5% of calls
How to read this YES

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

Transcript-only check Detected in 77.5% of calls 95.3% repeat consistency
NO Does any analyst ask a question containing an explicit comparison to a competitor company? Debate · seen in 31.7% of calls
How to read this NO

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

Transcript-only check Detected in 31.7% of calls 91.6% repeat consistency
YES Does the phrase "moving on" or "next question" come from the operator? Debate · seen in 88.4% of calls
How to read this YES

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

Transcript-only check Detected in 88.4% of calls 98.3% repeat consistency
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
YES Does any executive's answer exceed 300 words in the transcript? Debate · seen in 68% of calls
How to read this YES

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

Transcript-only check Detected in 68% of calls 85.5% repeat consistency
YES Does the CEO answer the first analyst question personally? Debate · seen in 65.9% of calls
How to read this YES

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

Transcript-only check Detected in 65.9% of calls 97% repeat consistency
YES Does the word "obviously" appear in the transcript? Debate · seen in 74.1% of calls
How to read this YES

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

Transcript-only check Detected in 74.1% of calls 89.7% repeat consistency
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
YES Does an executive begin an answer with "So" as the first word? Debate · seen in 68.4% of calls
How to read this YES

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

Transcript-only check Detected in 68.4% of calls 83.6% repeat consistency
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
NO Does management use the word "momentum" at least twice? Debate · seen in 31.7% of calls
How to read this NO

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

Transcript-only check Detected in 31.7% of calls 96.6% repeat consistency
YES Does management mention "margin" or "margins" in prepared remarks? Debate · seen in 75.1% of calls
How to read this YES

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

Transcript-only check Detected in 75.1% of calls 96.6% repeat consistency
NO Is the word "definitely" used by any speaker? Debate · seen in 41.6% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 27.1% of calls 99.7% repeat consistency
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
NO Does any executive use the word "team" when referring to employees? Debate · seen in 80.8% 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 80.8% of calls 95.2% repeat consistency
NO Does any executive say "that said" or "having said that" to introduce a caveat? Debate · seen in 29.3% of calls
How to read this NO

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

Transcript-only check Detected in 29.3% of calls 95.3% repeat consistency
NO Does an analyst's question include the phrase "going forward"? Debate · seen in 20.6% of calls
How to read this NO

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

Transcript-only check Detected in 20.6% of calls 83.5% repeat consistency
YES Does an executive say "great question" at any point? Debate · seen in 20.2% of calls
How to read this YES

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

Transcript-only check Detected in 20.2% of calls 99.7% repeat consistency
YES Does anyone say "we remain confident" or "we are confident"? Debate · seen in 42.2% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 47.4% of calls 85.2% repeat consistency
YES Does an executive cite a specific dollar figure greater than one billion? Discovery · seen in 71% of calls
How to read this YES

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

Transcript-only check Detected in 71% of calls 97.6% repeat consistency
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
YES Does an analyst reference a specific prior quarter by name (e.g., "last quarter")? Discovery · seen in 63% of calls
How to read this YES

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

Transcript-only check Detected in 63% of calls 82.5% repeat consistency
NO Does any speaker say "obviously" two or more times? Discovery · seen in 61.8% of calls
How to read this NO

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

Transcript-only check Detected in 61.8% of calls 88.7% repeat consistency
NO Does any analyst ask a follow-up in the same turn after their first answer? Discovery · seen in 86.2% of calls
How to read this NO

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

Transcript-only check Detected in 86.2% of calls 91.9% repeat consistency
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
NO Does the word "margin" or "margins" appear at least five times? Discovery · 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 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
NO 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 NO

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

Transcript-only check Detected in 82.3% 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
NO Does any executive use the word "momentum"? Discovery · seen in 51.2% 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 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
YES Does any analyst introduce themselves by name before asking their first question? Discovery · seen in 27.2% of calls
How to read this YES

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

Transcript-only check Detected in 27.2% of calls 95.5% repeat consistency
NO Does anyone say "including" at least three times? Discovery · seen in 68.3% of calls
How to read this NO

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

Transcript-only check Detected in 68.3% of calls 85.6% repeat consistency
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
NO Does any executive reference "our team" or "the team" at least twice? Discovery · seen in 59.5% of calls
How to read this NO

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

Transcript-only check Detected in 59.5% of calls 88.7% repeat consistency
NO Does the operator announce more than one analyst from the same firm? Discovery · seen in 15% of calls
How to read this NO

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

Transcript-only check Detected in 15% of calls 98.3% repeat consistency
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
NO Does anyone ask a follow-up question in the same turn after their first question is answered? Editor · seen in 87.8% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 83.2% of calls 90.3% repeat consistency
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
NO Does any speaker use the word "momentum"? Editor · seen in 52.8% 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 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
NO Does an analyst thank the executives or congratulate them before asking a question? Editor · seen in 74.7% 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 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
YES Does management use the word "levers" when discussing actions? Editor · seen in 13% of calls
How to read this YES

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

Transcript-only check Detected in 13% of calls 95% repeat consistency
YES Does management thank analysts by name at any point after a question? Editor · seen in 58.8% of calls
How to read this YES

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

Transcript-only check Detected in 58.8% of calls 87.5% repeat consistency
NO Does anyone say "we'll take that offline" or offer to follow up after the call? Editor · seen in 15.3% of calls
How to read this NO

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

Transcript-only check Detected in 15.3% of calls 86.5% repeat consistency
YES Does management use the word "committed" regarding a target? Editor · seen in 33.2% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 19.5% of calls 98.3% repeat consistency
YES Does anyone use the phrase "the vast majority"? Editor · seen in 16.3% of calls
How to read this YES

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

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

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

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

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

Transcript-only check Detected in 28.9% of calls 88.6% repeat consistency
YES Is there a questioner from an investment bank other than the first three analysts who ask questions? Fact Checker · seen in 80.1% of calls
How to read this YES

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

Transcript-only check Detected in 80.1% of calls 98% repeat consistency
NO Does any analyst ask a question that includes a reference to a specific dollar figure? Fact Checker · seen in 64.9% of calls
How to read this NO

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

Transcript-only check Detected in 64.9% of calls 93.6% repeat consistency
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
NO 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 NO

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

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

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

Transcript-only check Detected in 84.1% of calls 98% repeat consistency
NO Does the CEO personally deliver the closing remarks of the call? Fact Checker · seen in 68.9% of calls
How to read this NO

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

Transcript-only check Detected in 68.9% of calls 95.3% repeat consistency
NO 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 NO

The model did not 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 91.6% repeat consistency
YES Does any speaker use the phrase "moving on" or "with that" to transition between topics? Fact Checker · seen in 80.9% of calls
How to read this YES

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

Transcript-only check Detected in 80.9% of calls 95.3% repeat consistency
YES Does the phrase "in terms of" appear at least twice? Forensic · seen in 84.8% of calls
How to read this YES

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

Transcript-only check Detected in 84.8% of calls 94% repeat consistency
NO First-person singular ("I believe," "I think") used more by the CFO than the CEO. Forensic · seen in 13.5% of calls
How to read this NO

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

Transcript-only check Detected in 13.5% of calls 89% repeat consistency
YES A single question receives answers from two different executives. Forensic · seen in 83.4% of calls
How to read this YES

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

Transcript-only check Detected in 83.4% of calls 97.7% repeat consistency
YES A hedge word ("maybe," "sort of") appears inside a direct quantitative claim. Forensic · seen in 78.4% of calls
How to read this YES

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

Transcript-only check Detected in 78.4% of calls 81% repeat consistency
YES Does any speaker use the word "obviously"? Forensic · seen in 81.7% of calls
How to read this YES

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

Transcript-only check Detected in 81.7% of calls 95% repeat consistency
YES Does the word "guidance" appear in both prepared remarks and the Q&A section? Forensic · seen in 50% of calls
How to read this YES

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

Transcript-only check Detected in 50% of calls 93% repeat consistency
YES Does any executive defer a question to another executive by name? Forensic · seen in 61.6% of calls
How to read this YES

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

Transcript-only check Detected in 61.6% of calls 95.3% repeat consistency
YES Someone uses the word "honestly," "frankly," or "to be clear." Forensic · seen in 44.9% 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 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
NO Does a speaker say "let me" at least twice in the transcript? Forensic · seen in 49.3% of calls
How to read this NO

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

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

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

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

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

Transcript-only check Detected in 14.7% of calls 93% repeat consistency
NO Does the word "seasonality" or "seasonal" appear? Forensic · seen in 44.7% of calls
How to read this NO

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

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

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

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

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

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

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

Transcript-only check Detected in 19.1% of calls 95.7% repeat consistency
NO Does an executive say "thank you" to the analyst before answering a question? Forensic · seen in 46.7% 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 46.7% of calls 81.9% repeat consistency
YES Does any speaker say "great question" or similar praise of a question? Forensic · seen in 37.4% of calls
How to read this YES

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

Transcript-only check Detected in 37.4% of calls 96.3% repeat consistency
YES The final question is answered noticeably shorter than the opening ones. Forensic · seen in 37.3% of calls
How to read this YES

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

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

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

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

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

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

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

Transcript-only check Detected in 10.3% of calls 95.3% repeat consistency
YES Does any question mention a specific percentage or dollar figure? Hostage · seen in 88.5% of calls
How to read this YES

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

Transcript-only check Detected in 88.5% of calls 93.9% repeat consistency
YES Does the CEO personally answer more questions than any other executive? Hostage · seen in 72.7% of calls
How to read this YES

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

Transcript-only check Detected in 72.7% of calls 93.9% repeat consistency
NO Does the operator say "our final question" or similar? Hostage · seen in 18.1% of calls
How to read this NO

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

Transcript-only check Detected in 18.1% of calls 92.3% repeat consistency
YES Does the word "opportunity" or "opportunities" appear at least five times? Hostage · seen in 58.7% of calls
How to read this YES

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

Transcript-only check Detected in 58.7% of calls 92.3% repeat consistency
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
YES Does the CEO personally answer more than half of the analyst questions? Insurance · seen in 64.9% of calls
How to read this YES

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

Transcript-only check Detected in 64.9% of calls 92.1% repeat consistency
NO Does any analyst mention the word "margin" in their first question? Insurance · seen in 39.4% of calls
How to read this NO

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

Transcript-only check Detected in 39.4% of calls 93.8% repeat consistency
YES Executive uses the word "excited" more than twice. Insurance · seen in 27.7% of calls
How to read this YES

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

Transcript-only check Detected in 27.7% of calls 92.3% repeat consistency
YES Does any analyst ask a multi-part question containing three or more distinct questions? Insurance · seen in 82% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 58.2% of calls 94% repeat consistency
YES Does any analyst ask a two-part question signaled by "and also" or "and secondly"? Insurance · seen in 46.5% of calls
How to read this YES

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

Transcript-only check Detected in 46.5% of calls 84.2% repeat consistency
NO Does an analyst begin with a compliment, such as "great quarter" or "congrats"? Insurance · seen in 41.4% 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 41.4% of calls 93.9% repeat consistency
YES Does an executive say "we said" when recalling prior statements? Insurance · seen in 47.7% of calls
How to read this YES

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

Transcript-only check Detected in 47.7% of calls 89.7% repeat consistency
NO Does any analyst begin their turn with "thanks" or "thank you"? Insurance · seen in 71.8% of calls
How to read this NO

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

Transcript-only check Detected in 71.8% of calls 89.9% repeat consistency
YES Does the word "headwind" or "tailwind" appear at least twice? Insurance · seen in 36.1% of calls
How to read this YES

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

Transcript-only check Detected in 36.1% of calls 98.3% repeat consistency
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
YES Does any executive say "we feel" rather than "we believe" or "we think"? Insurance · seen in 58.2% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 75% of calls 94.3% repeat consistency
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
NO Does an analyst thank management before asking their question? Insurance · seen in 60.9% of calls
How to read this NO

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

Transcript-only check Detected in 60.9% of calls 82.3% repeat consistency
YES Is the word "automation" or "productivity" used at least once? Insurance · seen in 37.9% of calls
How to read this YES

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

Transcript-only check Detected in 37.9% of calls 99% repeat consistency
YES Does the word "uncertainty" or "uncertainties" appear at least twice? Insurance · 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 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
NO Does anyone use the phrase "best-in-class" or "industry-leading"? Insurance · seen in 27.3% of calls
How to read this NO

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

Transcript-only check Detected in 27.3% of calls 100% repeat consistency
NO Does the word "momentum" appear at least twice in prepared remarks? Insurance · seen in 21.7% of calls
How to read this NO

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

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

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

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

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

Transcript-only check Detected in 10.1% of calls 94.3% repeat consistency
NO Does the phrase "the team" appear at least twice in management remarks? Insurance · seen in 41.2% of calls
How to read this NO

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

Transcript-only check Detected in 41.2% of calls 80.5% repeat consistency
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
NO Does the CFO use the word "quarter" at least ten times? Insurance · seen in 74.6% 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 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
YES Does the word "macro" or "macroeconomic" appear at least twice in the call? Insurance · seen in 23.1% of calls
How to read this YES

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

Transcript-only check Detected in 23.1% of calls 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
NO Does management thank analysts for their questions at any point during Q&A? Insurance · 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 82.5% repeat consistency
NO Speaker admits being surprised by anything. Insurance · seen in 28.1% of calls
How to read this NO

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

Transcript-only check Detected in 28.1% of calls 86% repeat consistency
YES Does any speaker use the phrase "going forward"? Insurance · seen in 61.4% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 24.9% of calls 84.2% repeat consistency
YES Does anyone say "stability" or "stable" when describing demand? Insurance · seen in 23.6% of calls
How to read this YES

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

Transcript-only check Detected in 23.6% of calls 89.6% repeat consistency
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
YES Does the word "volatility" appear? Insurance · seen in 28.6% of calls
How to read this YES

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

Transcript-only check Detected in 28.6% of calls 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
NO Is the word "flexibility" or "flexible" used at least once? Insurance · seen in 44.4% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 17.8% of calls 95% repeat consistency
NO Analyst compliments the team before asking a question. 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 80.3% repeat consistency
YES Does any speaker use "we're" where "we are" could substitute, more than twenty times overall? Interrogator · seen in 61.9% of calls
How to read this YES

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

Transcript-only check Detected in 61.9% of calls 83.8% repeat consistency
NO Does any analyst reference the CEO or CFO by first name? Interrogator · seen in 79.6% of calls
How to read this NO

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

Transcript-only check Detected in 79.6% of calls 93.8% repeat consistency
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
YES Does an analyst ask a question starting with "just"? Linguist · seen in 72.9% of calls
How to read this YES

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

Transcript-only check Detected in 72.9% of calls 81.8% repeat consistency
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
NO Does any executive use the phrase "year over year" at least three times? Linguist · seen in 41.8% of calls
How to read this NO

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

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

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

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

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

Transcript-only check Detected in 32.5% of calls 85.7% repeat consistency
YES Does an executive say "to be clear" or "let me be clear"? Military · seen in 13.8% 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 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
YES Does any question explicitly reference the company's prior guidance or outlook? Negotiation · seen in 80% of calls
How to read this YES

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

Transcript-only check Detected in 80% of calls 91.7% repeat consistency
YES Does any speaker say "next question" or does the operator use the word "final" before the last question? Negotiation · seen in 76.1% of calls
How to read this YES

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

Transcript-only check Detected in 76.1% of calls 81.7% repeat consistency
NO Does the word "invest" or "investment" appear at least five times in the transcript? Negotiation · seen in 62% of calls
How to read this NO

The model did not 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% 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
NO Does an analyst flatter management within their first sentence of speaking? Negotiation · seen in 46.6% 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 46.6% of calls 90.7% repeat consistency
NO Does an analyst ask two questions when told to ask only one? Negotiation · seen in 15.2% of calls
How to read this NO

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

Transcript-only check Detected in 15.2% of calls 88.3% repeat consistency
YES Does anyone use the phrase "underlying" to modify a business metric? Negotiation · seen in 38.3% of calls
How to read this YES

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

Transcript-only check Detected in 38.3% of calls 94.7% repeat consistency
YES Does anyone say "excited" or "pleased" at least twice in the transcript? Negotiation · seen in 70.6% of calls
How to read this YES

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

Transcript-only check Detected in 70.6% of calls 97% repeat consistency
YES Does the word "guidance" appear in the prepared remarks (not just Q&A)? Negotiation · seen in 64% of calls
How to read this YES

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

Transcript-only check Detected in 64% of calls 98.7% repeat consistency
YES Is the word "margin" used with a number attached (e.g., "400 basis points")? Negotiation · seen in 66.7% of calls
How to read this YES

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

Transcript-only check Detected in 66.7% of calls 93.3% repeat consistency
NO Does the transcript contain the word "record" preceding a noun (e.g., "record margin")? Negotiation · seen in 40.6% of calls
How to read this NO

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

Transcript-only check Detected in 40.6% of calls 97.3% repeat consistency
YES Does an executive answer a question by citing a competitor's actions? Negotiation · seen in 36.3% of calls
How to read this YES

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

Transcript-only check Detected in 36.3% of calls 88% repeat consistency
YES Does the word "macro" or "macroeconomic" appear in the transcript? Negotiation · seen in 39.9% of calls
How to read this YES

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

Transcript-only check Detected in 39.9% of calls 99.3% repeat consistency
NO Does the word "challenges" appear more than once? Negotiation · seen in 21.8% of calls
How to read this NO

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

Transcript-only check Detected in 21.8% of calls 92.7% repeat consistency
NO Does the CEO begin an answer with "look" or "listen"? Negotiation · seen in 21.3% of calls
How to read this NO

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

Transcript-only check Detected in 21.3% of calls 94.7% repeat consistency
YES Does the word "inflation" appear anywhere in the transcript? Negotiation · seen in 36.9% of calls
How to read this YES

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

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

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

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

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 14.7% of calls 96.7% repeat consistency
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
NO Does anyone use the phrase "the team" when taking ownership would be natural? Poker · seen in 42.5% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 35.6% of calls 83% repeat consistency
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
NO Does anyone cite a percentage of revenue from a specific segment? Private Credit · seen in 40.3% of calls
How to read this NO

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

Transcript-only check Detected in 40.3% of calls 92.6% repeat consistency
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
NO Is the word "capacity" mentioned? Private Credit · seen in 55.7% 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 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
YES Does an executive say "we remain confident" or similar? Private Credit · seen in 35.8% of calls
How to read this YES

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

Transcript-only check Detected in 35.8% of calls 82.6% repeat consistency
NO Does anyone mention covenants, amendments to loan documents, or lender conversations? Private Credit · seen in 11.6% of calls
How to read this NO

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

Transcript-only check Detected in 11.6% of calls 95.7% repeat consistency
YES Does anyone say "with that" or "that said" to pivot? Private Credit · seen in 81.4% of calls
How to read this YES

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

Transcript-only check Detected in 81.4% of calls 96.7% repeat consistency
YES Does an executive open their first answer by thanking the analyst? Private Credit · seen in 37.1% of calls
How to read this YES

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

Transcript-only check Detected in 37.1% of calls 94.6% repeat consistency
NO Does any analyst's question include the word "capex" or "cash flow"? Procurement · seen in 38.5% of calls
How to read this NO

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

Transcript-only check Detected in 38.5% of calls 94.5% repeat consistency
YES Does the word "headline" or "headwinds" appear at least once? Procurement · seen in 43.1% of calls
How to read this YES

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

Transcript-only check Detected in 43.1% of calls 95.9% repeat consistency
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
YES Does any analyst's question include a percentage figure? Project · seen in 69.1% of calls
How to read this YES

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

Transcript-only check Detected in 69.1% of calls 91.1% repeat consistency
YES Does any analyst's question contain the word "guidance"? Project · seen in 54.3% of calls
How to read this YES

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

Transcript-only check Detected in 54.3% of calls 92.4% repeat consistency
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
NO Does the CEO make closing remarks after the Q&A ends? Project · seen in 64.8% of calls
How to read this NO

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

Transcript-only check Detected in 64.8% of calls 96.2% repeat consistency
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
YES Does the operator say "our next question" two or more times? Scientist · seen in 73.5% of calls
How to read this YES

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

Transcript-only check Detected in 73.5% of calls 85.6% repeat consistency
NO Does the final questioner get an explicit closing acknowledgment from the operator ("last question" or similar)? Scientist · seen in 25.7% of calls
How to read this NO

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

Transcript-only check Detected in 25.7% of calls 95.2% repeat consistency
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
YES Does anyone say "in terms of" at least twice? Screenwriter · seen in 84.8% of calls
How to read this YES

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

Transcript-only check Detected in 84.8% of calls 94% repeat consistency
NO Is there a question that clearly annoyed the executive, visible in the reply's abruptness? Screenwriter · seen in 27.1% of calls
How to read this NO

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

Transcript-only check Detected in 27.1% of calls 85.3% repeat consistency
YES Does the word "guidance" appear in the Q&A section? Screenwriter · seen in 66.6% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 64.9% of calls 91.3% repeat consistency
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
NO Does management use the word "guidance" at least twice? Screenwriter · seen in 65.8% of calls
How to read this NO

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

Transcript-only check Detected in 65.8% of calls 95.5% repeat consistency
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
YES Does the word "opportunity" or "opportunities" appear more than three times? Screenwriter · seen in 66.5% of calls
How to read this YES

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

Transcript-only check Detected in 66.5% of calls 93.3% repeat consistency
YES Is there a villain—market conditions, regulation, currency—that behaves consistently across the call? Screenwriter · seen in 83.3% of calls
How to read this YES

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

Transcript-only check Detected in 83.3% of calls 86.3% repeat consistency
NO Does the word "challenging" appear? Screenwriter · seen in 41.6% of calls
How to read this NO

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

Transcript-only check Detected in 41.6% of calls 98.3% repeat consistency
YES Does the word "certainly" appear at least once in management's answers? Screenwriter · seen in 59.3% of calls
How to read this YES

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

Transcript-only check Detected in 59.3% of calls 95.9% repeat consistency
NO Does any analyst ask a personal, warm, or congratulatory question? Screenwriter · seen in 49.4% 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 49.4% of calls 92.3% repeat consistency
NO Does the phrase "capital" appear at least five times? Screenwriter · seen in 50.3% of calls
How to read this NO

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

Transcript-only check Detected in 50.3% of calls 92.1% repeat consistency
YES Does an analyst ask a question the prepared remarks already answered? Screenwriter · seen in 86.1% of calls
How to read this YES

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

Transcript-only check Detected in 86.1% of calls 82.7% repeat consistency
YES Does the word "quarter" appear at least twenty times? Screenwriter · seen in 84.4% of calls
How to read this YES

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

Transcript-only check Detected in 84.4% of calls 90.4% repeat consistency
YES Does any single analyst ask more than two questions during the whole call? Screenwriter · seen in 86.6% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 60.1% of calls 89.3% repeat consistency
NO Is the word "headwinds" or "tailwinds" used? Screenwriter · seen in 41.8% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 73.6% of calls 98% repeat consistency
YES Is the word "confidence" or "confident" spoken by any executive? Screenwriter · seen in 73.2% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 24.7% of calls 96.7% repeat consistency
YES Does the phrase "going forward" appear? Screenwriter · seen in 62.9% of calls
How to read this YES

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

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

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

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

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

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

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

Transcript-only check Detected in 65.8% of calls 92.8% repeat consistency
YES Does management use the phrase "going forward"? Screenwriter · seen in 56.2% of calls
How to read this YES

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

Transcript-only check Detected in 56.2% of calls 85.6% repeat consistency
YES Does anyone use the word "robust"? Screenwriter · seen in 46% of calls
How to read this YES

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

Transcript-only check Detected in 46% of calls 99% repeat consistency
NO Does any speaker use the phrase "if you will" or "so to speak"? Screenwriter · seen in 23.2% of calls
How to read this NO

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

Transcript-only check Detected in 23.2% of calls 97.7% repeat consistency
NO Does any speaker say "appreciate" at least once? Screenwriter · seen in 63.9% of calls
How to read this NO

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

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

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

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

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

Transcript-only check Detected in 27.7% of calls 82% repeat consistency
NO Does any executive use the phrase "our team"? Screenwriter · seen in 50.8% of calls
How to read this NO

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

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

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

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

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

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

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

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

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

Transcript-only check Detected in 12.5% of calls 92.3% repeat consistency
NO Does anyone use the phrase "on a year-over-year basis"? Screenwriter · seen in 18.9% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 45.8% of calls 97.3% repeat consistency
YES Does any speaker say "just" five or more times? Semiotician · seen in 83.3% of calls
How to read this YES

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

Transcript-only check Detected in 83.3% of calls 82.2% repeat consistency
YES Does any question begin with "Can you" or "Could you"? Semiotician · seen in 84.8% of calls
How to read this YES

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

Transcript-only check Detected in 84.8% of calls 85.2% repeat consistency
NO Does the word "quick" or "quickly" appear in three or more analyst questions? Semiotician · seen in 13.2% of calls
How to read this NO

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

Transcript-only check Detected in 13.2% of calls 91.6% repeat consistency
YES Does an analyst ask for guidance on a metric management did not offer unprompted? Semiotician · seen in 87.3% of calls
How to read this YES

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

Transcript-only check Detected in 87.3% of calls 89.7% repeat consistency
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
YES Does anyone use the word "actually" at least three times? Semiotician · seen in 46.2% of calls
How to read this YES

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

Transcript-only check Detected in 46.2% of calls 85.5% repeat consistency
YES Does any executive begin an answer with "Look," or "So,"? Semiotician · seen in 85.7% of calls
How to read this YES

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

Transcript-only check Detected in 85.7% of calls 85% repeat consistency
NO Does the word "challenging" or "challenges" appear at least three times? Semiotician · seen in 32.2% of calls
How to read this NO

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

Transcript-only check Detected in 32.2% of calls 90.6% repeat consistency
NO Does the operator run out of queued questions and close early? Semiotician · seen in 34.3% of calls
How to read this NO

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

Transcript-only check Detected in 34.3% of calls 83.5% repeat consistency
NO Does any analyst apologize or preface with "sorry" before asking? Semiotician · seen in 32.8% of calls
How to read this NO

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

Transcript-only check Detected in 32.8% of calls 92.9% repeat consistency
NO Is the word "excited" used by the CEO more than the word "confident"? Semiotician · seen in 33.1% of calls
How to read this NO

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

Transcript-only check Detected in 33.1% of calls 92% repeat consistency
YES Does any speaker use the phrase "the right" before a noun ("the right team," "the right decisions")? Semiotician · seen in 57.8% of calls
How to read this YES

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

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

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

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

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

Transcript-only check Detected in 52.2% of calls 98.7% repeat consistency
NO Does any analyst's question begin with a compliment or congratulation? Semiotician · seen in 41.5% 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 41.5% of calls 88.3% repeat consistency
NO Does an analyst apologize before or during their question? Semiotician · seen in 32.8% of calls
How to read this NO

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

Transcript-only check Detected in 32.8% of calls 96.6% repeat consistency
YES Are there more questions about revenue than about costs? Semiotician · seen in 69.8% of calls
How to read this YES

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

Transcript-only check Detected in 69.8% of calls 85.2% repeat consistency
NO Does the word "challenging" appear at least twice? Semiotician · seen in 20.1% of calls
How to read this NO

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

Transcript-only check Detected in 20.1% of calls 97% repeat consistency
NO Does any speaker use the phrase "on a" four or more times total (e.g., "on a constant currency basis")? Semiotician · seen in 54.8% of calls
How to read this NO

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

Transcript-only check Detected in 54.8% of calls 82.8% repeat consistency
NO Does any executive answer begin with "Sure" or "Yes" followed by a comma? Semiotician · seen in 71.4% of calls
How to read this NO

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

Transcript-only check Detected in 71.4% of calls 83.2% repeat consistency
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
NO Does anyone attribute results to "the team" rather than to strategy? Semiotician · seen in 61.6% of calls
How to read this NO

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

Transcript-only check Detected in 61.6% of calls 90.7% repeat consistency
YES Does any speaker say "going forward"? Semiotician · seen in 61.4% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 17.8% of calls 92.6% repeat consistency
NO Does an analyst thank management at the end of their turn? Semiotician · seen in 77.2% 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 77.2% of calls 94.7% repeat consistency
NO Does anyone describe the future with "We believe" more than "We expect"? Semiotician · seen in 30.2% of calls
How to read this NO

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

Transcript-only check Detected in 30.2% of calls 87.3% repeat consistency
NO Does a speaker say "normal" or "normalized" about conditions that predate any disruption mentioned? Semiotician · seen in 33.7% of calls
How to read this NO

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

Transcript-only check Detected in 33.7% of calls 81% repeat consistency
NO Is the word "momentum" used without a stated metric attached to it? Semiotician · seen in 41.4% 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 41.4% of calls 92.7% repeat consistency
YES Does the word "macro" appear at least twice? Semiotician · seen in 21.9% 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 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
NO Is the word "visibility" used at least once? Semiotician · seen in 34.1% 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 34.1% of calls 100% repeat consistency
NO Is the phrase "base case" or "scenario" used at least once? Semiotician · seen in 19.1% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 18% of calls 92% repeat consistency
NO Is the phrase "to your point" or "as you mentioned" used at least once? Semiotician · seen in 32.8% of calls
How to read this NO

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

Transcript-only check Detected in 32.8% of calls 83.5% repeat consistency
NO Does the operator say "thank you" more than three times? Semiotician · seen in 30% of calls
How to read this NO

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

Transcript-only check Detected in 30% of calls 94.3% repeat consistency
NO Does management mention a specific competitor by name? Semiotician · seen in 20.8% of calls
How to read this NO

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

Transcript-only check Detected in 20.8% of calls 93.1% repeat consistency
NO Does management say "the team" at least twice? Semiotician · seen in 31.9% of calls
How to read this NO

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

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

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

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

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

Transcript-only check Detected in 14.1% of calls 96.6% repeat consistency
NO Does management use the phrase "on a year-over-year basis"? Semiotician · seen in 16.9% of calls
How to read this NO

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

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

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

Transcript-only check Detected in 34% of calls 87.5% repeat consistency
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
YES 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 YES

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

Transcript-only check Detected in 10.5% of calls 92.7% repeat consistency
NO Does management use the phrase "strategic" at least twice? Semiotician · seen in 46% of calls
How to read this NO

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

Transcript-only check Detected in 46% of calls 97.3% repeat consistency
NO Does any speaker describe a business unit as "healthy"? Semiotician · seen in 13.3% of calls
How to read this NO

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

Transcript-only check Detected in 13.3% of calls 92.7% repeat consistency
NO Does any speaker use the word "fundamentals"? Semiotician · seen in 17.8% of calls
How to read this NO

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

Transcript-only check Detected in 17.8% of calls 100% repeat consistency
YES Does the word "resilient" or "resilience" appear? Semiotician · seen in 24.7% of calls
How to read this YES

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

Transcript-only check Detected in 24.7% of calls 98% repeat consistency
YES Does the operator mention a queue or "next question" more than three times? Simultaneous · seen in 74.2% of calls
How to read this YES

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

Transcript-only check Detected in 74.2% of calls 91.6% repeat consistency
YES Does any analyst ask a follow-up after their initial answer ("follow-up", "second one", "just one more")? Simultaneous · seen in 88.5% of calls
How to read this YES

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

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

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

Transcript-only check Detected in 36.1% of calls 96.3% repeat consistency
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
YES Does the phrase "going forward" appear at least once? Simultaneous · seen in 63.4% of calls
How to read this YES

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

Transcript-only check Detected in 63.4% of calls 86.5% repeat consistency
NO Does the word "team" appear at least three times? Simultaneous · seen in 59% of calls
How to read this NO

The model did not 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% of calls 91.6% repeat consistency
YES Does the word "confident" appear in any executive's remarks? Simultaneous · seen in 60.7% of calls
How to read this YES

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

Transcript-only check Detected in 60.7% of calls 97.7% repeat consistency
NO Does an analyst thank management at the start or end of their turn? Simultaneous · seen in 81.6% 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 81.6% of calls 95.7% repeat consistency
NO Does the CEO use the word "incredibly" at any point? Simultaneous · seen in 15% of calls
How to read this NO

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

Transcript-only check Detected in 15% of calls 99.7% repeat consistency
NO Does any executive use the word "team" to refer to company personnel? Simultaneous · seen in 83.6% 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 83.6% of calls 98.7% repeat consistency
NO Does anyone say "to your point" when answering a question? Simultaneous · seen in 10.3% of calls
How to read this NO

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

Transcript-only check Detected in 10.3% of calls 98% repeat consistency
YES Does any executive say "with that" to transition between speakers or topics? Simultaneous · seen in 75% of calls
How to read this YES

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

Transcript-only check Detected in 75% of calls 97.3% repeat consistency
YES Does the word "transformation" or "transformational" appear? Simultaneous · seen in 24.2% of calls
How to read this YES

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

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

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

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

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

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

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

Transcript-only check Detected in 10.2% of calls 85.9% repeat consistency
YES Does the word "talent" appear at least once? Simultaneous · seen in 20.8% 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 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
NO Is a supplier or vendor mentioned by name at any point? Supply Chain · seen in 33.7% of calls
How to read this NO

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

Transcript-only check Detected in 33.7% of calls 85.3% repeat consistency
NO Does any executive blame weather, season, or geography for a shipment or delivery issue? Supply Chain · seen in 10.8% of calls
How to read this NO

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

Transcript-only check Detected in 10.8% of calls 91% repeat consistency
No checks match those filters.
500 checks shown · YES means detected; it is not automatically positive or negative.
Real saved model output

Archived AI reasoning

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

233 saved explanations · 232 questions
NO Conversation has moved to delivery: the call's center of gravity is how and when real business converts, not whether it Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

The question asks whether the center of gravity of the call has moved past whether demand exists and onto the practical mechanics of converting already-real business into delivered results. Let me analyze the transcript: 1. The business being discussed is real - Upwork is reporting Q2 2022 results with actual revenue of $156.9 million, up 26% year-over-year. They discuss enterprise revenue up 45%, new enterprise customers signed, sales team productivity targets met, etc. This is actual current business. 2. The dialogue on conversion mechanics - Let me look at what the analysts ask and what management discusses: - Analysts ask about: macro impact on guidance, take rates, margin expansion, competitive intensity, brand campaign effectiveness, pricing plan impact on client additions, project catalog metrics, enterprise growth drivers, time to hire/fill rates, guidance details. - Management discusses: the $10-15 million impact from softening environment, take rate increases from pricing changes, brand campaign progress with Ipsos and Universal McCann partnerships, consultations rollout from 4 to 90+ categories, sales force expansion plans, enterprise growth drivers. Now, is the discussion about converting already-real business into results, or is it about whether demand exists? The call seems to be largely about: - Macro environment impact on the business - Guidance and expectations - Take rates and pricing - Brand investment and its effectiveness - Enterprise growth and sales force execution The analysts are asking about: - The $10-15 million impact from softening - this is about demand softening, not conversion mechanics - Take rate momentum - this is about monetization, somewhat conversion-related - Margin expansion path - this is financial, not conversion mechanics - Competitive intensity - this is about demand/positioning - Brand campaign effectiveness - this is about winning demand - Pricing plan impact on client additions - this is about demand - Project catalog metrics - this is about product performance - Enterprise growth drivers - this is about demand - Time to hire/fill rates - this is somewhat conversion-related - Guidance details - this is financial The management discussion focuses heavily on: - Macro conditions and their impact - The $10-15 million downside baked into guidance - Brand marketing investments - Sales force expansion - Value propositi

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NO Tone of discovery: management sounds newly surprised by its own business in a favorable direction Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need to determine if management's own account carries a genuine note of favorable surprise about its own business. Look for language of discovery, exceeding expectations, better than anticipated, etc., grounded in concrete recent events and presented as continuing. Scan transcript for such language. Hayden Brown mentions "outstanding results" for Consultations, "early success is leading us to expand the pilot from four categories to all 90 plus categories" - that's a favorable surprise? They say "Its early success" - but is that surprise? They might have expected it. Need to see if they express that it exceeded expectations. Also "We continue to focus on product innovation, and saw outstanding results in the form of higher customer satisfaction scores, faster time to hire, and strong client reengagement rates from our latest innovative feature" - that's positive but not necessarily surprise. Look for phrases like "beyond what we expected", "surprised", "didn't anticipate", "better than we thought", etc. Also check if they mention something they tried worked better than expected. In the Q&A, Hayden says about consultations: "we're seeing clients are averaging a much faster time to hire than we had in the talent marketplace. So it's 50% lower with just 1.5 days to get started. And they're also returning to do follow-on work, which often is in the talent marketplace at a much higher rate 50% higher than we've seen with talent marketplace jobs historically." That is a comparison to their own expectations? They say "than we had in the talent marketplace" - that's a comparison to another product, not necessarily surprise. But they might be surprised by the magnitude. However, they don't explicitly say "we were surprised" or "exceeded our expectations". They say "we're really seeing that catalog and consultations are excellent inroads" - that's more confirmation. Also check for any mention of "better than expected" in financial results. Jeff McCombs says "we achieved our highest gross margin as a public company. And our marketplace takeaway was the highest, marketplace takeaway seems to be in a public company as well." That's a positive result but not necessarily surprise. Look for any explicit statement of surprise. The transcript doesn't have "surprised" or "exceeded expectations" from management. They talk about strong results, but that's routine confidence.

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NO Position doing the winning: current wins credited to a standing already held, with more arriving over it Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need to determine if management credits a standing the company already holds as the operative cause of current wins, and conveys that further business is arriving over that same standing without a proportional new push. Let's analyze the transcript. Management discusses various factors for current success: product innovation, sales team execution, brand investments, etc. They mention enterprise revenue growth, new customers, etc. But do they attribute current wins to a pre-existing standing? They talk about "our value proposition" and "the strength of our platform" but that's generic. They mention "we are continuing to bet on brands" and "we are realigned a lot of our marketing and sales talk track" - that's effort. They also mention "the success of our new client marketplace plan" - that's a new plan, not a standing. They talk about "our vibrant inclusive online community" but not as a cause of wins. They mention "we've seen many global customers working with Russia and Belarus based talent who have relocated" - that's a response to a situation, not a standing. The question asks: does management credit a standing the company already holds as the operative cause of wins that are actually happening now, and convey that further business is already arriving over that same standing without a proportional new push? Looking at the transcript, management attributes wins to execution, hiring, product innovation, and marketing efforts. They do not describe a durable standing (like an installed base, network effect, or qualification) that is causing current wins. They mention "our value proposition" but that's not a specific standing. They also mention "the strength of our platform" but again generic. They talk about "our success with larger customers" but that's a result, not a cause. They mention "we are continuing to invest in our brand" - that's effort. There is no mention of a pre-existing standing like a patent, a regulatory approval, a network effect, or a unique position that is driving current wins. The wins are attributed to sales force expansion, product launches, and marketing. So the answer is NO. Also, they mention "we are continuing to bet on brands" and "we are realigned our marketing" - that's effort. They don't say "because we have X, customers are coming to us" - they say "we are doing Y to get customers." So it's effort-based. Thus, answer NO.

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NO Profit machinery upgraded while volume still arriving: realized structural margin step-up with growth flowing onto it Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need to determine if management conveys both: (1) a realized, company-made step-up in per-unit economics, and (2) volume arriving now and early, with most still ahead. Let's analyze the transcript. Key points from management: - Revenue up 26% YoY to $156.9M. - Enterprise revenue up 45% YoY. - New client marketplace plan introduced in Q1, implemented in Q2. This plan gives clients more features for a flat service fee. Management says: "Many clients have already derived additional benefits from the new plan via access to premium talent, advanced talent searches, utilization of activity codes and more robust reporting capabilities." This is a pricing/packaging change. - Jeff McCombs on take rates: "great to see the nice increase in take rates, which is primarily driven by the pricing and packaging structure changes that we made in Q2." He also says: "we achieved our highest gross margin as a public company. And our marketplace takeaway was the highest, marketplace takeaway seems to be in a public company as well." So they have achieved a higher take rate and gross margin due to their own pricing changes. That is a realized step-up in per-unit economics. - Volume: They mention strong growth in enterprise revenue, new deals up 24% YoY, and they are hiring more sales reps. They also mention that the impact of the war is estimated at $4M in Q2 and expect slightly less in subsequent quarters. They also mention softening in client acquisition, but overall revenue is growing. They have guidance for the year with $10-15M impact from macro. But they are still growing. Now, is the volume story "arriving now and early" with most still ahead? They say they are investing in sales force and brand, and they expect to continue growing. They mention that the new reps are ramping and having impact. They also mention that the pricing change was implemented in Q2, and they are seeing benefits. They also mention that they are expanding consultations to all categories. So there is growth happening, and they expect more. But the question asks: "business volume is SIMULTANEOUSLY GROWING onto that improved structure, so each arriving increment converts to profit at the new, better rate with most of that arriving volume still ahead of the reported results?" They have growth, but they also have macro headwinds. They mention softening in client acquisition, but overall revenue is up.

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NO Outside actors already moving: management's forward story is carried by at least two independent external parties whose Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need to answer YES or NO based on the transcript. The question asks: On this call, when management explains why the company's business is about to be meaningfully larger, is that explanation carried primarily by the ALREADY-TAKEN ACTIONS OF EXTERNAL PARTIES — and are there AT LEAST TWO SEPARATE such external parties or party groups whose actions management describes as already underway, with the resulting business only beginning to appear in the reported results? We need to check if management's explanation of future growth is based on external parties' already-taken actions, with at least two independent sources, and that reported numbers lag those actions. Let's review the transcript. Management discusses growth drivers. They mention enterprise revenue growth, new enterprise customers, sales team performance, brand investments, etc. They also mention macro conditions and impact. They talk about product innovations like Consultations, Project Catalog, etc. They mention that they are investing in brand and sales. But the question is about "why the company's business is about to be meaningfully larger" - is that explanation carried primarily by already-taken actions of external parties? For example, customers signing up, partners deploying, etc. And are there at least two separate such parties or groups? In the transcript, management talks about new enterprise customers: "Many large recognizable companies, such as Asurion, Fanatics, Newsweek, Payoneer, Pearson and ServiceNow signed on as new enterprise plan customers in the second quarter". That is a list of external parties that have already taken action (signed on). That is one group: enterprise customers. But are there at least two separate groups? They also mention "we've seen many global customers working with Russia and Belarus based talent who have relocated outside of the region, as well as with alternative talent they have found through our work marketplace." That is about customers adapting to the Russia/Belarus situation. But that is more about resilience, not necessarily about growth. They also mention "Our sales team achieved their deals per rep productivity targets. And we've maintained our hiring pace to stay on track to double the land team by the end of this year." That is about their own actions. They talk about "the success of our new client marketplace plan" - that is their own plan.

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NO Front, middle, and back of the business all improving at once, in management's own present-tense telling Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need to evaluate if the transcript shows real, already-occurring improvement in all three zones: front (new business arriving), middle (work being delivered), middle zone is about delivery/throughput, back (retention/repeat/committed forward). We need management's own account of just-reported period (Q2 2022). Front: new business coming in. Management mentions strong results: revenue up 26% to $156.9M. Enterprise revenue grew 45% to $12.3M. New enterprise customers signed: Asurion, Fanatics, etc. Also "sales team achieved their deals per rep productivity targets" and "maintained hiring pace to double the land team". Also "new client marketplace plan" implemented, "many clients have already derived additional benefits". Also "number of clients that spent $1 million or more in trailing 12 months increased significantly year-over-year". That's new business and expansion. Also "24% year-over-year growth in new deals" mentioned in Q&A. So front is real: new accounts, new customers, new deals. Middle: work being delivered. The transcript doesn't explicitly discuss delivery/throughput metrics like jobs completed or hours worked. But there is mention of "faster time to hire" for Consultations, with 1.5 days to get started, and "clients are averaging a much faster time to hire than we had in the talent marketplace" and "50% higher" returning for follow-on work. That's about delivery? Actually time to hire is about speed of matching, not necessarily delivery. The middle zone is about actual output/delivery of work. The transcript doesn't provide concrete metrics on projects executed, hours delivered, or utilization. There's mention of "GSV was above 90% of pre-invasion levels" for Ukraine, but that's about volume. Also "client reengagement rates" from Consultations. But is there a clear statement of more being delivered? The transcript focuses on new features, customer growth, financials. No explicit mention of deliveries, completions, or throughput increasing. There's mention of "Project Tiers" and "Virtual Talent Bench" enhancements, but no concrete delivery metrics. The middle zone might be implied by revenue growth, but revenue is from both new and existing business. The question asks for "more is being delivered" - actual output or delivery stepping up. The transcript doesn't describe that. It talks about product innovations, but not actual delivery volume.

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NO The company's product is being consumed faster than customers planned, forcing early and larger reorders Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need to determine if the transcript contains a description of customers using the product faster than planned, leading to earlier/larger reorders, and that this is still building. The transcript is about Upwork, a freelance marketplace. The "product" is the platform connecting clients with freelancers. Customers (clients) use the platform to hire talent. The question asks if management describes customers consuming (i.e., using the platform's services) faster than they planned, leading to reorders (i.e., more hiring or spending) earlier or larger than expected, and that this is still building. Looking through the transcript: There is discussion of strong growth, enterprise revenue up 45%, new clients, etc. But is there any mention of customers using the platform faster than planned? The transcript mentions "clients are averaging a much faster time to hire" for consultations, and "returning to do follow-on work at a much higher rate" - that could be interpreted as customers using the service more intensively and coming back sooner. However, the question specifically asks about consumption outrunning the customer's own plan. The transcript does not explicitly say that customers had a plan for usage and are exceeding it. It says that consultations lead to faster time to hire and higher reengagement, but that's about the product feature, not about customers consuming faster than they planned. Also, the context is about the platform's features, not about customers' consumption of the service in a way that leads to reorders. The question is about a phenomenon where customers use up what they bought faster than planned, leading to reorders. In Upwork's case, what do customers buy? They buy access to talent, they pay fees. There's no mention of customers having a plan for how much they would use and then exceeding it. The transcript talks about growth, but not about consumption outrunning plans. There is mention of "clients are getting more and more value from the platform" and "expansion in hours per project" - that could be interpreted as customers using more hours than planned? But it's not framed as customers consuming faster than planned. It's just growth. The question requires all three elements: consumption outrunning plan, reorder behavior visible, and still building. The transcript does not explicitly describe customers having a plan and exceeding it.

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NO Paid to expand: the company's growth spending is being covered by profits or cash the business itself is already generat Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need to determine if management conveys that the company is currently funding a real expansion out of its own ongoing profits or operating cash, with both halves visible: (1) self-generated means, and (2) a real push underway. From the transcript, management discusses strong revenue growth, enterprise revenue up 45%, sales team productivity, hiring pace to double the land team by end of year, brand investments, product innovations like Consultations expanding to all categories, etc. They also mention achieving EBITDA profitability in 2023, implying they are investing now but expect profitability later. They do not mention raising outside capital; they talk about investing with discipline and focus on measurability. They also mention that they are continuing to bet on brand against the backdrop, and they have a plan to achieve EBITDA profitability in 2023, which suggests they are funding growth from operations, not from external capital. They also mention that they have a strong cash position? Not explicitly, but they talk about investing in sales force, brand, etc. They also mention that they are on track to double the land team by end of year, which is a concrete expansion. They also mention that they are expanding Consultations to all categories. So both halves are present: they are funding growth from operations (they don't mention any external funding, and they talk about achieving profitability in 2023, implying they are currently investing but expect to be profitable soon, which suggests they are using internal funds). They also describe concrete expansion: doubling sales team, expanding product categories, brand campaigns, etc. So answer YES. But we need to be careful: they mention that they are investing in brand and sales, but they also mention that they expect to achieve EBITDA profitability in 2023, which means they are currently not profitable on EBITDA basis? Actually they say "we feel good about our ability to continue to achieve both our brand goals, and achieve EBITDA profitability in 2023" - that implies they are not yet EBITDA profitable, but they expect to be in 2023. So they are currently burning cash? But they might be generating operating cash flow? They don't explicitly say they are funding from internal cash. However, they don't mention any external financing. They talk about investing with discipline and focus on measurability.

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NO The company is outgrowing its own explanations: management keeps telling investors the reported numbers are not the busi Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need to determine if management conveys that the reported results do not represent the business as it is actually running today. The key is whether management indicates a gap between the reported period and the current state of the business, with concrete evidence of current activity that is ahead of the reported numbers. Looking at the transcript, management discusses several initiatives that are in motion and have been recently launched or expanded. For example, they mention "Consultations" which was launched in Q2 and is being expanded from four categories to all 90+ categories in Q3. They also mention "Project Tiers" and "Virtual Talent Bench" enhancements. They talk about the new client marketplace plan implemented in Q2. They mention that the sales team is on track to double the land team by end of year. They also discuss the impact of the war in Ukraine, estimating a $4 million impact in Q2 and expecting slightly less in subsequent quarters. However, the question is whether management explicitly says that the reported results are stale relative to the current business. They do not say something like "the results do not reflect our current trajectory" or "we have already moved beyond these numbers." Instead, they discuss ongoing initiatives and future plans. They also provide guidance for the rest of the year, which includes a $10-15 million impact from macro softening. They talk about the current environment and how they are positioning. The key is whether management indicates that the business as it stands today is ahead of the reported period. They mention that the sales team achieved productivity targets and are hiring, but that is about current execution. They mention that the new pricing plan was implemented in Q2 and is already showing benefits. They mention that consultations are being expanded. But these are all part of the reported period or just after. They do not say that the reported numbers are behind the current reality in a significant way. The transcript is a typical earnings call with results and outlook. Management discusses strong results, but also acknowledges macro headwinds and provides guidance. There is no strong indication that the reported period is stale relative to the present. They are not saying "the numbers are old, we are already doing much better." Instead, they are discussing what happened and what they expect.

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NO Geographic or market replication just started working outside the home base Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need answer only YES or NO. Need analyze transcript. Question asks if management describes business proven in original market recently begun producing real results in new territory, with home-proven base, away results now real and recent, early and expanding. Need use only transcript. Let's examine. Transcript is Upwork earnings call. Upwork is marketplace. "New territory" could be geographic? They mention enterprise? Project Catalog? Consultations? Need identify pattern. Management discusses enterprise revenue growth, new enterprise plan customers, sales force expansion. But is that "new territory"? Original market is self-service marketplace? Enterprise is a new market/setting? They have enterprise business growing 45% to $12.3M, still small share? They mention "larger customers" and "enterprise" as distinct. But is it "recently entered"? They have had enterprise for years. Not necessarily new territory. Also geographic: They mention Ukraine, Russia/Belarus suspension, Europe softening. Not expansion. Consultations: new feature pilot from 4 categories to all 90+ categories. That's product expansion, not territory. Question specifically: "business already proven in company's ORIGINAL market, territory, or setting has RECENTLY begun producing REAL RESULTS IN NEW TERRITORY — additional regions, countries, markets, or settings the company has recently entered — with management presenting the away-from-home results as early evidence that the proven model travels, while the new territories remain a small share of the company today?" Need answer YES if management's own words convey pattern. Does Upwork describe any such? Maybe "enterprise" as new market? Let's see. In transcript: "Our continued success with larger customers and our focus on building brand awareness across the market was evident in our sales and marketing performance in the second quarter, enterprise revenue increased 45% year-over-year to $12.3 million. And the number of clients that spent $1 million or more in the trailing 12 months, increased significantly year-over-year. Our sales team achieved their deals per rep productivity targets. And we've maintained our hiring pace to stay on track to double the land team by the end of this year." This is enterprise segment. Is enterprise a "new territory" recently entered? Upwork has had enterprise for years. Not "recently entered" in this call.

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NO Paid-in full, payoff just starting: the hard part of a major undertaking is behind the company, and the benefit is only Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need answer YES/NO. Need analyze transcript. Need determine if management conveys that hardest/costliest/most uncertain phase of major undertaking substantially behind, and crossing from paying to getting paid, with reported results still mostly reflecting paying phase. Let's parse. Upwork Q2 2022. They discuss investments in sales force, brand marketing, product innovation. They mention "We continue to focus on building Upwork into the household name in our space, investing with discipline, and a focus on measurability and brand awareness." They mention "We remain focused on delivering and during growth fueled by investments and initiatives with strong economic in every aspect of our business, from core product innovation, to building our sales muscle to brand and performance marketing." They mention "we are continuing to bet on brands to your question against this backdrop to really drive awareness consideration and ultimately purchasing by customers who, frankly, today may not even be aware of Upwork solution at all. And so with that in mind, we want to come out of this catalyzing the business to be even stronger than ever before, which is going to be critical, going forward as more customers become aware of an adopt the solution through the coming quarters." This suggests still investing, not done. They mention "we did launch two partnerships in Q2 with Ipsos and Universal McCann" and "Mother's Day Campaign" as milestones. But they say "we always knew and to your point about the eight months, we committed and communicated that this would be a multi-quarter journey." So brand campaign is multi-quarter journey, not done. They mention "we are really finding already that the value proposition ... resonates" but not that heavy lifting done. Question asks: "On this call, does management convey that the HARDEST, COSTLIEST, OR MOST UNCERTAIN PHASE OF A MAJOR UNDERTAKING IS NOW SUBSTANTIALLY BEHIND THE COMPANY — and that the company has recently crossed, or is right now crossing, from the phase where it PAYS for that undertaking into the phase where it gets PAID for it, with the reported results still mostly reflecting the paying phase?" Need identify if any major undertaking described as completed with payoff beginning. They talk about sales force expansion: "We continue to focus on building Upwork into the household name... investing with discipline...

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NO The product is disappearing into reorder rhythm: revenue is shifting from won-each-time to arriving-on-its-own, and the Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need answer only YES or NO. Need evaluate transcript. Question asks: Does management describe that a growing share of revenue now arrives without new selling event — through reorders, refills, renewals, repeat purchases, usage-driven billing, aftermarket/consumable pull-through, or customers' own standing routines — AND that this self-arriving share has recently and visibly grown as proportion, with management grounding shift in observed current behavior and treating as changing quality of revenue? Need use only transcript. Look for management words. They discuss client reengagement rates, repeat behavior? Consultations early success leading to expand. "clients are averaging much faster time to hire... returning to do follow-on work... at much higher rate 50% higher than seen with talent marketplace jobs historically." That's repeat behavior? But is it about revenue share growing? They mention "strong client reengagement rates" from Consultations. But not necessarily overall revenue self-arriving. Also "client reengagement rates" in opening: "higher customer satisfaction scores, faster time to hire, and strong client reengagement rates from our latest innovative feature in the Project Catalog area called Consultations." That's a feature, not overall revenue mix. They talk about "clients that are on the platform are continuing to grow their spend" and "expansion in hours per project" - that's existing clients spending more, which is self-arriving? But is it described as growing share of revenue without new selling event? They mention "overall spend across 800,000 approximate clients up 16% year-over-year, those spending over 100,000 up 38% and million dollar spenders growing significantly." That's existing client expansion. But question specifically asks "growing share of revenue now arrives without a new selling event" and "recently and visibly grown as proportion." Management does mention "clients that are on the platform are continuing to grow their spend" and "expansion in hours per project" as driver. But is that self-arriving? Existing clients reordering? They don't explicitly frame as "self-arriving revenue" or "quality of revenue." They mention "client reengagement rates" from Consultations. But is that a recent shift in proportion? No, it's a new feature pilot. Also "many clients have already derived additional benefits from new plan" etc.

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NO Free option on their own operations: management describes a real capability it already owns that could serve a second, m Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

The question is asking whether management describes something the company already owns/operates for its existing business that has turned out to be useful for a second, much larger purpose, and that the company has recently begun turning that second use into real business. Let me scan the transcript for any such description. The company is Upwork, a work marketplace platform. They discuss various things: product innovations like Consultations, Project Catalog, Virtual Talent Bench, their enterprise business, brand marketing, etc. Is there anything where they describe an existing capability being repurposed for a bigger second use? Let me think... They talk about the Virtual Talent Bench (VTB) experience enhancements, but that's still for the same core marketplace purpose. They talk about Consultations - a new feature for booking time with talent. That's a product innovation, not really a second use of an existing capability. They talk about Project Catalog, consultations being expanded from 4 categories to 90+ categories. But this is still within their core marketplace business. They talk about the new client marketplace plan (pricing change). That's a pricing/packaging change. Nothing in the transcript describes something like "we built X for our own use, and now we discovered it can be used for Y which is much bigger, and we've started doing that." The discussion about their platform helping clients with talent needs, remote work, etc., is all their core business. There's discussion about the Ukraine situation, talent relocation - but that's not a second use. Let me re-read carefully... The company is a marketplace. They've launched products like Consultations, Project Catalog, Upwork Academy. These are all part of their core service. They describe their sales team, brand marketing, enterprise plan - all core. I don't see any mention of repurposing an existing asset/technology/footprint for a different, larger market. The question asks about something like a company that built a technology for internal use, then discovered it has a larger external market, and started selling it. Or a company with a network/footprint that is now monetizing it differently on a bigger scale. Upwork doesn't describe anything like that on this call. Their "capability" is their marketplace itself, but everything they do serves the same purpose. The answer should be NO.

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NO Ready-to-run scale already paid for and now filling: management describes a step-change capability recently completed an Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need to determine if the transcript describes a recently finished capability that is large relative to the company, with real business already flowing into it, and most of it still unused. The key is a step-change capability now in place, with first business moving through it, and management saying it's underutilized. Looking at the transcript, management discusses several things: product innovations like Consultations, Project Tiers, Virtual Talent Bench, Upwork Academy, and the new client marketplace plan. Also, they mention expanding the sales team (doubling the land team by end of year). But is there a specific capability that is finished, with business flowing, and mostly empty? The most prominent is the sales force expansion. They say: "We continue to focus on building Upwork into the household name... our sales team achieved their deals per rep productivity targets. And we've maintained our hiring pace to stay on track to double the land team by the end of this year." That's still in progress, not finished. Also, they mention "new client marketplace plan" implemented in Q2, but that's a pricing plan, not a capacity. What about the brand campaign? They talk about investing in brand, but that's ongoing. The question asks about a capability that is "large relative to the company itself" and "recently finished putting in place." The transcript mentions "we are continuing to bet on brands" and "we are realigned a lot of our marketing and sales talk track." But nothing about a completed large capability. Perhaps the "Virtual Talent Bench" or "Project Catalog" expansions? But they are product features, not a capacity. The key is that management must describe a step-change capability that is now complete, with real business flowing, and most of it still unused. The transcript does not clearly state such a thing. They mention "Consultations" is expanding from four categories to all 90+ categories in Q3, but that's not yet done. They say "early success" but it's still being rolled out. Also, they mention "we've maintained our hiring pace to stay on track to double the land team by the end of this year." That's future, not finished. There is no mention of a new plant, facility, or similar. The company is a marketplace, so the capability might be the sales force or the platform itself. But they are still hiring, not finished. Thus, the answer is NO.

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NO Questions aim low, answers land high: the dialogue keeps correcting expectations upward with facts already in hand Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need to determine if there is a clear, recurring mismatch in level between questioners' assumptions (lower/more cautious) and management's responses (correcting upward with concrete things already happening). We need to check multiple exchanges. Let's analyze the key Q&A exchanges. First question: Matthew Farrell - asks about $10M-$15M impact from softening environment, and how freelancing benefits from cost perspective. He asks if the impact includes further deterioration. Management: Jeff McCombs explains the impact reflects softening seen in Q2, client acquisition/retention in Europe/SMB. Then Hayden Brown talks about cost savings, flexibility, etc. This is more of a clarification, not necessarily a mismatch. The question is cautious, but management explains the guidance. Not a strong mismatch. Second: Maria Ripps - asks about higher contribution to growth from spend per client vs number of clients, and whether this is consistent with expectations, and how to think about future given sales force and brand investments. Jeff McCombs explains quality of clients, growth, etc. This is a normal question. Not a mismatch. Third: Andrew Boone - asks about take rate step up, whether it can continue, and how they feel about taking price as growth lever. Jeff McCombs explains that take rates can increase due to enterprise mix, etc. Again, not a mismatch. Fourth: Bernie McTernan - asks about macro impact on active clients, whether it contemplates U.S. weakness. Jeff says there are soft trends particularly in Europe and SMB, but they've taken into account. That's aligned. Then asks about talent perspective: is recession a catalyst for higher quality talent? Hayden agrees it is. Not a mismatch. Fifth: Eric Sheridan - asks about competitive intensity, any changes. Hayden says nothing materially different, smaller competitors may struggle. That's a correction upward? Not really. Sixth: Nat Schindler - asks about brand campaign, whether it's successful. Hayden explains progress, partnerships, etc. Then asks about how contracting business gets affected in recessions, and learnings. Hayden gives historical analogs, says they grew through 2008 and 2020, and they are focused on secular trends. This is a correction upward? The question is cautious about recessions, but management says business is strong and they have benefits. But the answer is more about outlook.

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NO Betting the balance sheet on one live opportunity: management is deploying an unusual share of the company's own resourc Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need to determine if management conveys a coherent posture of pouring an unusually large share of its own resources into one opportunity that is already showing results, and accepting a less comfortable near-term position. Let's analyze the transcript. The call discusses various initiatives: product innovation (Consultations, Project Tiers, Virtual Talent Bench), enterprise growth, brand marketing, sales force expansion, etc. The question is about a single opportunity that is disproportionately large relative to the company's means, already producing, and management accepts near-term cost. Key points: Management talks about investing in brand marketing, sales force, and product innovation. They mention "durable growth with strong economics" and "investing with discipline." They also mention "we are continuing to bet on brands" and "we want to come out of this catalyzing the business to be even stronger." They also mention "we are realigned a lot of our marketing and sales talk track" and "we are continuing to bet on brands to your question against this backdrop to really drive awareness consideration and ultimately purchasing." But is there a single opportunity that is disproportionately large? They mention multiple initiatives. The brand campaign is one, but they also have sales force expansion, product innovation, etc. They don't seem to be concentrating all resources into one thing. They also mention "we are continuing to invest in our brand marketing" but also "we are continuing to bet on brands" and "we are continuing to invest in our sales force." It seems like a balanced investment across several areas. Also, do they accept a less comfortable near-term position? They mention "we are providing the target for 2023 of achieving EBITDA profitability" and "we will continue to expand that EBITDA margin." They also mention "we are investing aggressively in those areas right now" but they also talk about achieving profitability. They don't seem to be sacrificing near-term results drastically; they are guiding to EBITDA loss in Q3 but improving in Q4. They also mention "we are continuing to bet on brands" but they also say "we are focused on delivering and during growth fueled by investments and initiatives with strong economic." They don't explicitly say they are accepting a visibly less comfortable position; they are managing to profitability.

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NO Fresh order-of-magnitude reference change: management has started describing the business in units it did not use to nee Q2 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need to determine if the company's own unit of account has visibly changed—i.e., management now routinely describes its business in larger denominations than before, and this change is recent and driven by real business. The transcript is from Upwork's Q2 2022 earnings call. Upwork is a freelance marketplace. Historically, they talk about clients, freelancers, GSV, revenue, etc. The question is whether they now talk about larger units—e.g., enterprise clients, large deals, etc. In the transcript, management discusses: - Enterprise revenue grew 45% year-over-year to $12.3 million. - Number of clients that spent $1 million or more increased significantly. - They talk about "new enterprise plan customers" like Asurion, Fanatics, Newsweek, etc. - They mention "Virtual Talent Bench" for larger customers. - They talk about "land team" doubling by end of year. But is this a shift in unit of account? They are still talking about revenue, clients, etc. The company has always had enterprise clients. The shift might be that they are now emphasizing larger clients, but the unit of account (dollars, clients) hasn't changed. They are not talking about, say, "we now think in terms of million-dollar contracts" as a new normal. They are just reporting growth. The question asks: "has the COMPANY'S OWN UNIT OF ACCOUNT VISIBLY CHANGED — that is, does management now routinely describe its business, its operations, or its counterparties in a LARGER DENOMINATION than the one this company evidently used to work in?" For example, if a company used to talk about individual customers and now talks about "national accounts" as the norm, that's a shift. Here, they still talk about clients, revenue, etc. They mention "enterprise revenue" but that's a segment, not a new unit. They also mention "clients that spent $1 million or more" but that's a metric, not a change in how they describe their business. Management does not say "we used to think in terms of small projects, now we think in terms of large engagements" as a routine. They are just reporting growth. The shift is not in the denomination but in the scale of results. Also, the shift must be recent and anchored in real current activity. They do say they are investing in sales force and seeing growth in enterprise, but that's not a change in unit of account; it's a change in mix. Thus, the answer is NO. I'll answer NO.

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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 2022 · archived research check

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

NOQ2 2022 · 2022-07-27

We need to determine if the transcript describes a specific proven piece of the business that is being held back by the company itself, with concrete steps to feed it, and that results understate its potential. Let's analyze the transcript. The call covers Q2 2022 results. Key topics: revenue growth, enterprise growth, Project Catalog, Consultations, Virtual Talent Bench, brand marketing, macro impacts, pricing changes, etc. We need to find a specific part that is proven and working, but the company is currently unable to give it what it needs, and management is actively working to feed it, with numbers not yet showing full potential. Look for such a narrative. The transcript mentions "Consultations" as a new feature. It says: "Consultations is a one click option for clients to book time with talent... Its early success is leading us to expand the pilot from four categories to all 90 plus categories in the third quarter." That suggests it's proven and being expanded. But is the company holding it back? It's expanding, so they are feeding it. But is there a shortfall? They are expanding to all categories, so they are giving it more. Not a clear "held back" narrative. Another candidate: Enterprise business. They mention enterprise revenue grew 45% year-over-year, and they are hiring sales reps. They say "we've maintained our hiring pace to stay on track to double the land team by the end of this year." That suggests they are adding capacity. But is the enterprise business being held back by lack of sales reps? They are hiring, so they are addressing it. But do they say that the results understate potential because of the constraint? They say "Our sales team achieved their deals per rep productivity targets." So they are meeting targets. Not a clear underfeeding. Another candidate: Project Catalog or Virtual Talent Bench. But no specific constraint mentioned. The macro impact: They mention $10-15 million impact from softening environment. That's external, not internal. The pricing plan: They changed pricing, and it increased take rate. No constraint. Look for a situation where management says something like "we have a proven product but we can't supply enough of X" or "we are limited by our own capacity." The transcript doesn't seem to have that. Maybe the brand marketing? They are investing in brand, but that's not a proven piece being held back.

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Showing the latest 18 of 232 archived research questions.

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

Past calls

UPWK call history

Open a quarter only when you want its detailed evidence.

B Q4 2025 · Solid call · 2026-02-09Management held guidance steady against accelerating demand. The delivery was unusually candid, rich in specifics, promotional in tone.
Guidance: maintainedDemand: acceleratingMargins: stableBacklog: growingPricing: raising⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Volume step-up ahead✓ Early product, fast growth
Candor 7/9
Specificity 8/9
Evasion 2/9
Confidence 8/9
Uncertainty 3/9
Promotion 7/9
Stress 2/9
Complexity 6/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
YES Do they serve a small fraction of their addressable customers?
YES Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
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+ Q3 2025 · Strong call · 2025-11-03Management raised guidance against accelerating demand and expanding margins. The delivery was unusually candid, rich in specifics, promotional in tone.
Guidance: raisedDemand: acceleratingMargins: expandingPricing: raising⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growth⚑ Reads rehearsed
Candor 7/9
Specificity 8/9
Evasion 2/9
Confidence 8/9
Uncertainty 3/9
Promotion 7/9
Stress 2/9
Complexity 4/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
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?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
F Q1 2025 · Very weak call · 2025-05-05Management gave no formal guidance. The delivery was light on specifics, relaxed under questioning.
⚑ Critic ammunition⚑ Question left hanging⚑ Reads rehearsed
Candor 5/9
Specificity 1/9
Evasion 0/9
Confidence 3/9
Uncertainty 2/9
Promotion 1/9
Stress 0/9
Complexity 4/9
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?
NO Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
C Q4 2024 · Caution · 2025-02-12Management lowered guidance against slowing demand and expanding margins. The delivery was unusually candid, rich in specifics.
Guidance: loweredDemand: slowingMargins: expandingPricing: raisingHeadcount: cutting⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growth⚑ Reads rehearsed
Candor 7/9
Specificity 8/9
Evasion 3/9
Confidence 7/9
Uncertainty 5/9
Promotion 6/9
Stress 3/9
Complexity 4/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
NO Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
YES Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
B+ Q3 2024 · Strong call · 2024-11-06Management raised guidance against mixed demand signals and expanding margins. The delivery was unusually candid, rich in specifics.
Guidance: raisedDemand: mixedMargins: expandingPricing: raisingHeadcount: cutting⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growth
Candor 7/9
Specificity 8/9
Evasion 2/9
Confidence 7/9
Uncertainty 5/9
Promotion 5/9
Stress 3/9
Complexity 4/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
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?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
C Q2 2024 · Caution · 2024-08-07Management lowered guidance against slowing demand and expanding margins. The delivery was unusually candid, rich in specifics.
Guidance: loweredDemand: slowingMargins: expandingPricing: raising⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growth⚑ Reads rehearsed
Candor 8/9
Specificity 8/9
Evasion 3/9
Confidence 6/9
Uncertainty 5/9
Promotion 5/9
Stress 2/9
Complexity 4/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
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?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
YES Does the call read rehearsed rather than lived?
B+ Q1 2024 · Strong call · 2024-05-01Management raised guidance against accelerating demand and expanding margins. The delivery was rich in specifics, relaxed under questioning.
Guidance: raisedDemand: acceleratingMargins: expandingPricing: raising⚑ Critic ammunition✓ Skeptic reassured✓ Guidance underwritable✓ Resolves doubts✓ Early product, fast growth
Candor 6/9
Specificity 7/9
Evasion 2/9
Confidence 8/9
Uncertainty 3/9
Promotion 6/9
Stress 1/9
Complexity 3/9
View the 20 core call-quality checks
YES Would a skeptical short-seller find this call reassuring?
YES Would a careful investor underwrite management's guidance?
YES Is management's confidence proportionate to the evidence presented?
YES Does the call resolve more doubts than it creates?
YES Is there something a critic could fairly use against the company?
NO Is a claimed advantage dependent on scale they lack?
NO Does an obvious question remain unanswered?
YES Is a product early in its life but growing very fast?
YES Do they serve a small fraction of their addressable customers?
NO Is volume about to step up rather than grow gradually?
NO Are high fixed costs currently underutilised?
NO Is pricing recovering from a depressed level?
NO Do current results look bad while the direction looks better?
NO Are deferred revenue or customer prepayments growing?
NO Is consolidation happening among their peers?
NO Is a founder still running the company?
NO Does the final speaker sound like they are summarizing a finished story?
NO Is a fast-growing segment obscured by a declining one?
NO Does the CFO speak more than the CEO?
NO Does the call read rehearsed rather than lived?
View 22 earlier calls
CallDateGradeGuidanceDemandMarginsCandorEvasion
Q4 2023 2024-02-14 B maintainedacceleratingexpanding 7/9 2/9
Q3 2023 2023-11-07 C+ raisedmixedexpanding 6/9 4/9
Q2 2023 2023-08-02 B+ raisedmixedexpanding 7/9 2/9
Q1 2023 2023-05-03 D loweredslowingexpanding 7/9 3/9
Q4 2022 2023-02-15 C maintainedslowingexpanding 7/9 3/9
Q3 2022 2022-10-26 C maintainedstableunclear 7/9 4/9
Q2 2022 2022-07-27 C maintainedmixedexpanding 6/9 3/9
Q1 2022 2022-04-27 C loweredacceleratingunclear 7/9 3/9
Q4 2021 2022-02-10 B+ raisedacceleratingcontracting 6/9 2/9
Q3 2021 2021-10-27 D noneacceleratingunclear 5/9 4/9
Q2 2021 2021-07-29 B+ raisedacceleratingstable 7/9 2/9
Q1 2021 2021-05-04 B+ raisedacceleratingexpanding 6/9 2/9
Q4 2020 2021-02-23 B raisedacceleratingstable 6/9 3/9
Q3 2020 2020-11-04 B+ raisedacceleratingexpanding 7/9 2/9
Q2 2020 2020-08-04 C maintainedmixedcontracting 7/9 2/9
Q1 2020 2020-05-07 C withdrawnacceleratingstable 7/9 2/9
Q4 2019 2020-02-26 C maintainedstableexpanding 7/9 3/9
Q3 2019 2019-11-10 C loweredstableexpanding 7/9 2/9
Q2 2019 2019-08-07 C+ noneacceleratingexpanding 7/9 2/9
Q1 2019 2019-05-08 B maintainedstableexpanding 7/9 2/9
Q4 2018 2019-03-04 B+ maintainedstableexpanding 7/9 3/9
Q3 2018 2018-11-11 B+ maintainedacceleratingstable 8/9 1/9
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INFY
Infosys Limited

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