We need to evaluate the transcript for two gates. Gate 1: Is there a positive, current development that management presents as going well, and in Q&A, analysts get more concrete operating detail than in prepared remarks? Gate 2: Is that development primarily driven by company's own actions rather than external environment? Let's identify positive developments mentioned. In prepared remarks, Ryan mentions: Tagger ARR meaningfully accelerated, premium module attach rates increasing, gross retention over-performing plan, pipeline up 37%, RPO and cRPO growth, large customer growth, ACV growth. Also mentions go-to-market changes, but those are more about execution headwinds. The positive development that analysts probe: Tagger? Also customer care? Also the shift to enterprise? But the question asks for a positive, current development that management presents as going well and that Q&A produces more concrete detail. Look at Q&A. Analysts ask about Tagger progress, customer care, go-to-market changes, etc. For Tagger, Ryan says: "We've seen a lot of great progress. We've been really excited about the things that the team has been shipping. From a sales team perspective, the maturity of the sales team, we did a lot of enablement in Q1 across our entire customer-facing or to make sure that we are up to speed with all of the elements of influencer and our Tagger platform. So we're seeing really good progress from there. And that's why we called it out as well just in the prepared remarks. Our customers really see value in this. We believe it is the best solution that is on the market. We've got this really exciting opportunity to educate customers on the value of influencer and how this can nicely fit into their social strategy. And then we're bringing along this incredible technology that allows them to execute. And then when you think about the value of the return on investment, you put it against the rest of the things that we do in core Sprout, it provides customers with really great opportunities to increase their share of voice and their brand and their only generation in revenue. So lots of good progress. The team is ramping really well, and we expect to continue coming back to you sharing the progress we're making with the team and with customers." That is fairly generic, no specific numbers or details beyond what was in prepared remarks.
Sprout Social, Inc.
The call grade, management's tone measured against 177,437 other calls, what changed since the quarter before, and every one of the 500 checks.
This is the current report. Unlock its call read, expected move size, and all 500 answers.
- Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page?
- Does the CEO personally answer more questions than any other executive?
- Does an executive state a specific numeric percentage when answering a question?
- Does an analyst ask a question spanning more than five sentences?
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.
All 500 AI checks
Q3 2025 · 500 checks
Every answer is below. Open any check to see what its YES or NO means.
YES Does an executive answer a question by describing a process rather than an outcome?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there a question the executive answers with a question back to the analyst?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone compare the company to an unnamed "competitor" or "peer" rather than naming it?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use "historically" or "traditionally" while defending a current practice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is a departure, transition, or role change mentioned only in passing without a thank-you or tribute?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone reference a private conversation ("as I told...", "as we discussed offline")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the phrase "next question" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an analyst ask a question spanning more than five sentences?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask a question containing multiple sub-questions (three or more)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO answer a question personally after another executive initially responds?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "if you look at" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst preface a question by summarizing the company's stated results?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker use the word "obviously" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "guidance" in the same sentence as a specific number?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst say "congrats" or "congratulations" to management?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "scale" or "scaling" used as a verb?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst ask a question beginning with a number ("two questions", "three quick ones")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst say "thank you" before asking their question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst name two or more executives when asking their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "outperform," "outperformance," or "beat" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone say "the environment" when describing market conditions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any executive use the word "momentum" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive begin an answer with "Great question," "Thanks," or "Appreciate"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CFO use the phrase "adjusted" or "non-GAAP" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "thank you" more than three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "with that" as a transition phrase?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "on a comparable basis" or "adjusted for"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "moving to" or "turning to" when changing topics?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "over to you" or "I'll turn it over"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "operator" aloud during the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone repeat the same stock phrase three or more times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "as you know" to introduce a claim?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker apologize without attaching a fix to the apology?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the call end without any closing statement from the CEO?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a request to move the call along or to the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive answer a question with another question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive mention the weather?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe a negotiation currently in progress?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive describe a competitor with anything resembling respect?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator announce more than ten questioners in the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the phrase "kind of" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any question include the word "color"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO deliver the opening remarks rather than the CFO or IR head?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "if I may" or "if you don't mind"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive's first sentence include the word "revenue"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst use the word "clarification" or "clarify" in a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question contain the phrase "color on" or "some color"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator use the phrase "our final question" before closing?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "let me" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "aggressive" or "aggressively" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question referencing "the puts and takes"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "to be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's question include a compliment followed by "but"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO use the word "sequential" or "sequentially" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "with that" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "for the benefit of" or "just to remind" when restating context?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "early days"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "journey" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the speaker describe a strategy as "disciplined" without describing any trade-off?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there an apology offered to a specific analyst by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "to be honest" or "frankly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone promise to "follow up" or "take that offline" and fail to commit to when?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone on the call interrupt a colleague mid-sentence?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does someone use a personal anecdote rather than a metric to justify confidence?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "question" appear in the operator's speech more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "growth" appear at least ten times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the phrase "a couple of"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst ask about capital allocation or buybacks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the word "strong" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive use the phrase "we're seeing" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "opportunity" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management use the word "confident" or "confidence" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "record" appear at least twice in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "team" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management promise to follow up or take a question offline?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "we're excited about" or "we're pleased with"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Do two or more analysts from the same firm ask questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the phrase "moving forward" or "go forward"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management mention a specific number of stores, locations, or markets?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the word "folks"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "thank you" more than five times in total?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive use the phrase "we believe"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator use the phrase "next question" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst mention a specific percentage figure in their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "quarter" appear in at least ten questions or answers during the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does at least one analyst ask a question about margins or costs?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO answer the majority of analyst questions personally?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question phrased as "Can you talk about" or "Can you speak to"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO speak during the Q&A portion at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question reference a specific quarter (e.g., "fourth quarter") by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator interrupt the Q&A to announce time is limited or that this will be the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question beginning with "just" (e.g., "just curious")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask about a specific dollar amount or number stated in the prepared remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question begin with the words "can you" or "could you"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive use the phrase "if you look at" during the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CFO answer at least one question without the CEO speaking first?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask a question containing an explicit comparison to a competitor company?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "moving on" or "next question" come from the operator?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask about capital allocation (capex, buybacks, M&A, or dividends) in one question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "color" appear (e.g., "add some color") in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear at least five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question contain the word "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "I think" at least three times within a single answer?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive begin an answer by restating the analyst's name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive's answer exceed 300 words in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO answer the first analyst question personally?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "obviously" appear in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the word "margin" more than ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive begin an answer with "So" as the first word?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "if I may" or "if I could" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive say "let me" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any question contain the word "specifically"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the word "momentum" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management mention "margin" or "margins" in prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "definitely" used by any speaker?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "seasonality" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the word "robust" to describe demand, growth, or the pipeline?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the word "leverage" as a verb at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any executive use the word "team" when referring to employees?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any executive say "that said" or "having said that" to introduce a caveat?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst's question include the phrase "going forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "great question" at any point?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we remain confident" or "we are confident"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "thank you" immediately after finishing an answer?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive cite a specific dollar figure greater than one billion?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's question contain the word "curious"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst reference a specific prior quarter by name (e.g., "last quarter")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "obviously" two or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst ask a follow-up in the same turn after their first answer?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask about a specific geographic region or market?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question that includes the phrase "long term" or "long-term"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "margin" or "margins" appear at least five times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "opportunity" or "opportunities" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive say "we'll come back to that" or defer an answer to a follow-up?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "thank you" three or more times in the Q&A section?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CFO use the phrase "free cash flow" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any executive use the word "momentum"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO mention at least one specific customer segment by name (e.g., "enterprise")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "take your question" or "take the question" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst introduce themselves by name before asking their first question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "including" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management reference "the macro environment" or "macroeconomic" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any executive reference "our team" or "the team" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator announce more than one analyst from the same firm?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any prepared remark mention "headwinds" or "tailwinds"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "with that, I'll turn it over"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CFO use the phrase "capital allocation"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive decline to answer, citing that something will come later or is not disclosed?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an analyst ask a two-part question containing the word "but"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone ask a follow-up question in the same turn after their first question is answered?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone answer "yes" or "no" as the first word of a response?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "thank you" at least ten times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive use the phrase "if you look at" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst begin their question with "Hi" or "Hello" as a greeting?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "we are excited about" without naming a number?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst reference a peer company's results or valuation?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "just to clarify" or "just to be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the word "headwind" or "headwinds"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker use the word "tailwind" or "tailwinds"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker use the word "momentum"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "investments" appear in the context of margins or costs?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone mention "FX" or "foreign exchange"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "efficiency" or "productivity" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an analyst thank the executives or congratulate them before asking a question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive say "great question" or "thanks for the question"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive say "as we said last quarter" or reference a prior call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "going forward" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "levers" when discussing actions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management thank analysts by name at any point after a question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "we'll take that offline" or offer to follow up after the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the word "committed" regarding a target?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO's prepared remarks mention "macro" or "macroeconomic"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "the vast majority"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "temporary" or "transitory" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is an analyst's question answered with "great question" or similar?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there a questioner from an investment bank other than the first three analysts who ask questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question that includes a reference to a specific dollar figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "thank you" at least ten times across the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "thank you for taking my question" or "thanks for taking my question" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst's first sentence contain a compliment or thanks before asking their question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CFO present in both the prepared remarks and the Q&A portion of the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO personally deliver the closing remarks of the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO's prepared remarks contain the word "team" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker use the phrase "moving on" or "with that" to transition between topics?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "in terms of" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO First-person singular ("I believe," "I think") used more by the CFO than the CEO.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO A single question receives answers from two different executives.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO A hedge word ("maybe," "sort of") appears inside a direct quantitative claim.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "obviously"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear in both prepared remarks and the Q&A section?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive defer a question to another executive by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Someone uses the word "honestly," "frankly," or "to be clear."
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the word "ecosystem" or "platform" without a number attached?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the transcript contain the word "certainly" three or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone begin an answer by restating or paraphrasing the analyst's name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst reference a competitor by name during their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does a speaker say "let me" at least twice in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO The transcript contains an apology unrelated to financial results.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO The word "challenge" is spoken more often than "opportunity."
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "seasonality" or "seasonal" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO The phrase "as you know" appears at least twice.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "challenge" or "challenges" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention "weather" as a factor affecting results?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive say "thank you" to the analyst before answering a question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "great question" or similar praise of a question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO The final question is answered noticeably shorter than the opening ones.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "we remain" followed by a verb (e.g., "we remain committed")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive cite a conversation with a customer that has no verifiable specificity (unnamed, undated, unquantified)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the transcript contain a sentence that begins with "What I would say is"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question mention a specific percentage or dollar figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO personally answer more questions than any other executive?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator say "our final question" or similar?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "opportunity" or "opportunities" appear at least five times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "clearly" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "leverage" appear as a verb at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst's first name get used by an executive when thanking them?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator announce more than five questioners?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Are there more than ten analyst questions in total?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator use the phrase "our next question comes from" more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management say "we are not going to comment on" or equivalent refusal language?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive corrects an analyst's premise.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared section exceed the CEO's in number of paragraphs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO personally answer more than half of the analyst questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst mention the word "margin" in their first question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive uses the word "excited" more than twice.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a multi-part question containing three or more distinct questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "guidance" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask a two-part question signaled by "and also" or "and secondly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an analyst begin with a compliment, such as "great quarter" or "congrats"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive say "we said" when recalling prior statements?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst begin their turn with "thanks" or "thank you"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "headwind" or "tailwind" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "synergies" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst address a question to two or more executives by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "capital" appear at least five times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "we feel" rather than "we believe" or "we think"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "capital" appear in at least three different speakers' turns?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive use the phrase "over time" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive say "as I mentioned" or "as we said" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO open the call before any analyst questions by mentioning the macro environment?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone say "we are pleased" or "we're excited"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the word "leverage" (financial or metaphorical)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an analyst thank management before asking their question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "automation" or "productivity" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "uncertainty" or "uncertainties" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "year over year" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management use the word "leverage" or "leveraging" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Currency headwinds mentioned unprompted.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the phrase "a number of" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the phrase "best-in-class" or "industry-leading"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "momentum" appear at least twice in prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the phrase "on a constant currency basis" or similar currency adjustment used?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's question include the phrase "just to clarify"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "the team" appear at least twice in management remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "so clearly" or "quite frankly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the phrase "we believe" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Speaker says "we don't guide" on anything.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CFO use the word "quarter" at least ten times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "thank you" more than five times in total?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "macro" or "macroeconomic" appear at least twice in the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the word "typically" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive state they will "come back to" a question or follow up later?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management thank analysts for their questions at any point during Q&A?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Speaker admits being surprised by anything.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "going forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "going forward" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "stability" or "stable" when describing demand?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Word "normal" used about demand.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "stay tuned" or "more to come"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management describe a cost program, restructuring, or efficiency initiative by a proper name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared section mention interest expense by name or figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "volatility" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive mentions a hobby or personal anecdote.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "pipeline" appear without a dollar figure attached?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the phrase "the macro" or "macro environment" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "our team" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "great question" or "good question" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "we remain" followed by an adjective?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management thank analysts by name when responding?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "flexibility" or "flexible" used at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone say "takeaway," "take out," or "take rate"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Analyst compliments the team before asking a question.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker use "we're" where "we are" could substitute, more than twenty times overall?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst reference the CEO or CFO by first name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "obviously" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the word "pipeline" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone say "moving on" or "let me turn it over" during prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst ask a question starting with "just"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "headwind" or "headwinds" more than once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst use the phrase "to clarify"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive use the phrase "year over year" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive cite a conversation with a customer, partner, or employee as evidence?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any question go to a named executive other than the CEO or CFO?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "to be clear" or "let me be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention a competitor by name without being prompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a question that management declines to answer directly, citing timing or disclosure constraints?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question explicitly reference the company's prior guidance or outlook?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "next question" or does the operator use the word "final" before the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "invest" or "investment" appear at least five times in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CFO handle a strategic question instead of a financial one?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an analyst flatter management within their first sentence of speaking?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst ask two questions when told to ask only one?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the phrase "underlying" to modify a business metric?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone say "excited" or "pleased" at least twice in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "guidance" appear in the prepared remarks (not just Q&A)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "margin" used with a number attached (e.g., "400 basis points")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the transcript contain the word "record" preceding a noun (e.g., "record margin")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive answer a question by citing a competitor's actions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "macro" or "macroeconomic" appear in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "challenges" appear more than once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO begin an answer with "look" or "listen"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "inflation" appear anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a pause or silence acknowledged on the call ("I think we lost you")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive name a specific competitor during the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenges" appear at least three times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we don't break that out" in response to a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe a metric as "noisy" or "lumpy"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive mention a specific number of percentage points when discussing market share?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does a speaker correct a figure they themselves just stated?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO refer to a competitor by name rather than "competition" or "peers"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO mention their own tenure or years of experience unprompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the phrase "the team" when taking ownership would be natural?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone blame weather, holidays, or calendar quirks unprompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone cite a personal anecdote involving a customer conversation?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the phrase "a little bit"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the CFO the speaker for at least one analyst question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "guidance" appear in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone say "we're excited" or "we are excited"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "dividend" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "invest" or "investment" used more than twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "invest" or "investment" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone cite a percentage of revenue from a specific segment?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "challenge" or "challenging" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe cutting discretionary spending like travel or hiring?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "year over year" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "liquidity" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript mention refinancing, maturity dates, or debt coming due?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention selling assets, real estate, or equipment to raise cash?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone reference "the macro" or "macro environment"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "capacity" mentioned?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone use the phrase "our customers" rather than naming a customer?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the transcript include a question about interest expense or debt service?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "working capital" appear in a context other than a seasonality excuse?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management thank analysts at any point?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone reference borrowing from a bank or drawing on a credit facility?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "cost" appear in the first ten sentences of prepared remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "we remain confident" or similar?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention covenants, amendments to loan documents, or lender conversations?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "with that" or "that said" to pivot?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive open their first answer by thanking the analyst?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst's question include the word "capex" or "cash flow"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "headline" or "headwinds" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "core" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's turn contain the word "congratulations"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question containing "how" and also "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive say "as we mentioned" or "as I mentioned" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Are there more than eight analyst questioners?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's question include a percentage figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's question contain the word "guidance"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared remarks exceed 1,000 words?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "if you look at"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO personally answer the first question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker use the phrase "tailwind" or "tailwinds"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management use the phrase "balance sheet" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO make closing remarks after the Q&A ends?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "structurally" or "secular"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator say "our next question" two or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the final questioner get an explicit closing acknowledgment from the operator ("last question" or similar)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "business as usual" or "as expected" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst preface a question with "quick" or "quickly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive state a specific numeric percentage when answering a question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "in terms of" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a question that clearly annoyed the executive, visible in the reply's abruptness?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear in the Q&A section?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "strong" appear more than five times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "thank you" appear more than ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question containing the word "margin"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the word "guidance" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "thank you" appear at least ten times anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive begin an answer by restating the analyst's name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask about capital allocation or share repurchases?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenge" or "challenging" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "opportunity" or "opportunities" appear more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is there a villain—market conditions, regulation, currency—that behaves consistently across the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "challenging" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "certainly" appear at least once in management's answers?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst ask a personal, warm, or congratulatory question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "capital" appear at least five times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question the prepared remarks already answered?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "quarter" appear at least twenty times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any single analyst ask more than two questions during the whole call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "on a year-over-year basis" or "year over year" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "headwinds" or "tailwinds" used?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "margin" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "confidence" or "confident" spoken by any executive?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "call it" or "let's call it" before an estimate?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "going forward" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "coming back" or "circling back" to take a follow-up?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "inflation" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive say "we believe" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management use the phrase "going forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the word "robust"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "if you will" or "so to speak"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any speaker say "appreciate" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the phrase "at the end of the day"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone tell a self-contained anecdote with a beginning, middle, and end?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive use the phrase "our team"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the transcript contain a silence, pause, or "we'll come back to that" that never resolves?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe a customer, employee, or competitor as a named character with a motive?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive say "we're pleased" or "I'm pleased"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there a moment of modesty—someone crediting luck or timing?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the phrase "on a year-over-year basis"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "excited" or "exciting" used by management at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "just" five or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question begin with "Can you" or "Could you"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "quick" or "quickly" appear in three or more analyst questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask for guidance on a metric management did not offer unprompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a question about capital allocation (buybacks, M&A, debt, or dividends)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst use the word "clarify" or "clarification"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "obviously" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management refer to a prior call or prior quarter's commentary when answering?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone use the word "actually" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive begin an answer with "Look," or "So,"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenging" or "challenges" appear at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the operator run out of queued questions and close early?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst apologize or preface with "sorry" before asking?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "excited" used by the CEO more than the word "confident"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker use the phrase "the right" before a noun ("the right team," "the right decisions")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear more than five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "tailwind" or "headwind" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst's question begin with a compliment or congratulation?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst apologize before or during their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Are there more questions about revenue than about costs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenging" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "on a" four or more times total (e.g., "on a constant currency basis")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive answer begin with "Sure" or "Yes" followed by a comma?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "from a ... perspective" (e.g., "from a margin perspective")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "we're not going to" in response to a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management decline to answer by citing a future event ("we'll address that in..." or "at our upcoming...")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "quarter" appear at least 20 times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there a mention of "FX," "currency," or "foreign exchange"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "that's right" or "that's correct" to an analyst?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "leverage" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "leverage" used at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management use the word "headwinds" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "great question" or thank the analyst before answering?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone attribute results to "the team" rather than to strategy?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "going forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst begin their question with "congratulations"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an analyst thank management at the end of their turn?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone describe the future with "We believe" more than "We expect"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does a speaker say "normal" or "normalized" about conditions that predate any disruption mentioned?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "momentum" used without a stated metric attached to it?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "macro" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "solid" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there an analogy to a machine, engine, or flywheel?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the word "visibility" used at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the phrase "base case" or "scenario" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we take that seriously" or "we're very focused on"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is the phrase "to your point" or "as you mentioned" used at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator say "thank you" more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management mention a specific competitor by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management say "the team" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "fundamentally" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "ahead of" precede any mention of guidance or expectations?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management use the phrase "on a year-over-year basis"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any single speaker say "right?" as a tag question at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "on a consistent basis" or "consistently"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does a speaker begin a sentence with "To be honest" or "To be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the phrase "strategic" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker describe a business unit as "healthy"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "fundamentals"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "resilient" or "resilience" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator mention a queue or "next question" more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any analyst ask a follow-up after their initial answer ("follow-up", "second one", "just one more")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask a question containing the word "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "if you look at" before citing a number?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "last question" or "final question" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "clearly" appear anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO speak first among named executives in the Q&A?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "headwind" or "headwinds" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CFO mention a specific percentage greater than ten?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "going forward" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "team" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "confident" appear in any executive's remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an analyst thank management at the start or end of their turn?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the CEO use the word "incredibly" at any point?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any executive use the word "team" to refer to company personnel?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone say "to your point" when answering a question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any executive say "with that" to transition between speakers or topics?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "transformation" or "transformational" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "moving on" or "next question" themselves?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "hedging" or say "to hedge"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst identify themselves with a two-part introduction (name and firm)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "talent" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "capacity" used more often about factories than about people?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive confess to having too much of something physical somewhere?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Is a supplier or vendor mentioned by name at any point?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive blame weather, season, or geography for a shipment or delivery issue?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
Archived AI reasoning
Earlier Artul research experiments on SPT calls. Open a question to read the model's original reasoning.
NO Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development — compa
Original model output from the research archive. It may be verbose or include the model's working notes.
The task is to evaluate two gates based on the earnings call transcript for Sprout Social. YES NO (GATE 2 fails because Tagger acquisition is a one-time M&A move, not a self-controlled engine like product rollout or channel execution; momentum is not chiefly from company actions independent of external factors.
NO Young streak off a low base: a short run of consecutive-period improvement has just started, after a stretch that gave i
Original model output from the research archive. It may be verbose or include the model's working notes.
我们根据提供的财报电话会议记录,分析管理层是否传达了业务已经连续几个季度改善,且改善原因与公司自身相关并仍在持续。 首先,寻找“先前表现不佳”和“近期连续改善”的证据。在电话会议中,管理层提到“late last year, we initiated several strategic changes”,并说这些变化“are now beginning to materially improve our long-term growth and efficiency”。这表明之前有段时间表现不佳,而最近有所改善。具体到连续改善:管理层提到“record new business ACVs drove ACV growth to a record 29% year-over-year”,并说“Q2 RPO represented more than 63% of our total ARR up more than 2,000 basis points over the past 2 years”。还提到“record non-GAAP operating margins during Q2”和“more than 140% growth in cumulative year-to-date free cash flow”。这些都是改善的迹象。但需要确认是否连续几个季度改善。管理层说“we are beginning to see if structurally positive impact on net dollar retention of our core customers and our enterprise business further accelerated during Q2”,并说“Enterprise grew nearly 50% year-over-year and represents a record 43% of total ARR.” 这些是同比数据,但“further accelerated”暗示连续改善。另外,管理层提到“In Q2, we further accelerated our roadmap in social customer care and AI”,说明公司在推进。但需要找出明确的“连续几个季度”的表述。管理层说“The improving quality of our business was further evident in record non-GAAP operating margins during Q2”,但这是本季度创纪录,没有明确说前几个季度也在改善。不过,管理层提到“ACV growth was 29% year-over-year again decelerated from Q1 2023”,这表示ACV增长从Q1的更高水平下降了?等等,原文说“Q2 ACP growth was 29% year-over-year again decelerated from Q1 2023”,意思是ACV增长减速了?实际上,看上下文:他们说“Q2 ACP growth was 29% year-over-year again decelerated from Q1 2023”,可能是指增速比Q1低,但仍然是29%。然后说“We continue to expect that ACV growth will further accelerate through Q3”,所以预期未来加速。这有点矛盾。但我们看整体:管理层强调“record new business ACVs”和“record non-GAAP operating margins”,这表示本季度创纪录,但未必是连续几季。 再找“sequential improvement”的表述。管理层说“total premium module attach rates increased by 160 basis points from Q1 2023, nearly double the uptick we saw on average in 2022.” 这是环比改善。还有“Enterprise new business was up more than 50% year-over-year and total net new ARR from this segment also grew greater than 50% year-over-year.” 这些都是同比。但“increased by 160 basis points from Q1 2023”是环比。另外,管理层说“record new business ACVs drove ACV growth to a record 29% year-over-year”,但“record”表示这是历史最高,但可能是首次达到,未必是连续。 更准确地说,管理层提到“We are beginning to see if structurally positive impact on net dollar retention of our core customers and our enterprise business further accelerated during Q2, yielding the highest new LTV for enterprise compared to all prior quarters.” 这里“yielding the highest new LTV”表示本季度最高,但没提之前季度。 然而,
NO Check it yourselves: management points investors to independent, outside evidence for its central claim
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES/NO. Need analyze transcript. Central positive claim: business momentum upmarket, record new business ACV, enterprise growth, strategic shift, Tagger acquisition, AI, etc. Does management point to independent outside evidence for main claim? Need see if they cite customers, third-party rankings, etc. They mention "Research this quarter from the Harris Poll in partnership with Sprout" about social budgets—that's external but about market/industry, not company progress. They mention "recognized by great place to work" and "product awards from G2" but that's peripheral, not main claim. They mention customer testimonials: "one of our new enterprise customers shared with us, I am thrilled..." but anonymous, no way to check. They mention "FDIC used Sprout listening data as part of congressional testimony" — that's an external validation? It is a named external party (FDIC) using their data in congressional testimony, which investors could look up. But is that connected to main claim? Main claim is momentum upmarket, record ACV, enterprise growth. FDIC usage is an example of customer use, but not central to the main claim of growth. They also mention "inbound from brands" but not named. They mention "Salesforce partnership" with 176 logos, but that's their own count. They mention "Tagger" acquisition, but no independent validation. They mention "recognized by G2 and global influencer marketing awards" for Tagger, but that's about Tagger's product, not current progress. They mention "great place to work" but peripheral. They mention "Harris Poll" but that's about industry trends. They mention "industry analysts have estimated" but generic. They mention "G2" awards for Sprout? "After receiving multiple product awards from G2 and others last quarter" — that's external validation but not central claim. The central claim is record new business ACV, enterprise growth, upmarket momentum. Management supports with their own metrics: ACV growth, RPO, cRPO, cohort growth, etc. They do not point to independent outside evidence for that claim. They mention "we onboarded a record 176 logos" from Salesforce, but that's their own count. They mention "FDIC" as a customer example, but not as verification of growth. They mention "one of our new enterprise customers shared" but anonymous. They mention "in a recent briefing and industry analysts shared" but generic.
NO Winning more per swing than they used to — and the change is recent, real, and still playing out
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management conveys that the company has recently begun converting opportunities into actual won business at a clearly higher rate or scale than its own recent past, with evidence of real events and that the improvement is still in force. Let's analyze the transcript. Key points: - Management discusses record new business ACVs, ACV growth 29% year-over-year, enterprise growth, etc. - They mention "record new business deal sizes" and "enterprise new business was up more than 50% year-over-year" and "total net new ARR from this segment also grew greater than 50% year-over-year." - They also mention "Q2 RPO represented more than 63% of total ARR" and "RPO growth of 62%". - They talk about "record new business ACVs" and "ACV growth to a record 29% year-over-year". - They mention "we are beginning to see if structurally positive impact on net dollar retention of our core customers and our enterprise business further accelerated during Q2, yielding the highest new LTV for enterprise compared to all prior quarters." But the question is specifically about "converting its opportunities into actual won business at a clearly higher rate or scale than its own recent past" - i.e., a self-comparison showing improved conversion. The evidence must be real and already banked, and the improvement must be still in force. Let's look for explicit statements about win rates, close rates, or conversion rates. The transcript mentions "record new business ACVs" and "enterprise new business was up more than 50% year-over-year" - that indicates more business won, but does it compare to the company's own prior conversion rate? It says "record" which implies it's higher than before. But is it about conversion rate or just absolute numbers? The question asks about "converting opportunities into actual won business at a clearly higher rate or scale" - scale could be size of deals. They mention "record new business deal sizes" and "ACV growth to a record 29% year-over-year" - that suggests they are winning larger deals than before. But is that a change in conversion? Possibly. However, the question specifically asks: "does management convey that the company has RECENTLY BEGUN CONVERTING ITS OPPORTUNITIES INTO ACTUAL WON BUSINESS AT A CLEARLY HIGHER RATE OR SCALE THAN ITS OWN RECENT PAST" - so they need to explicitly contrast current conversion with past conversion.
NO Whole company hinges on one thing already in motion, and management is visibly betting the enterprise on it
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management speaks as though the fate of the entire company is riding on one identifiable thing already in motion and still small/unproven relative to its expected future. The transcript discusses several things: strategic shift upmarket, Tagger acquisition, AI investments, Salesforce partnership, etc. But is there a single center of gravity? The call emphasizes the Tagger acquisition as a major catalyst, but also discusses core business momentum, AI, Salesforce. Management seems to present multiple drivers. The question asks if there is ONE coherent situation. The transcript mentions "our entrance into the influencer marketing category" as a key update, but also talks about AI, Salesforce, etc. However, the Tagger acquisition is a significant new thing, but is it the fate of the entire company? Management says "we believe our capabilities will further differentiate Sprout in our core market and will make Tagger the category winner in influencer marketing." But they also talk about other things. The call has a lot about strategic changes, upmarket shift, and Tagger. But is it the single center of gravity? The prepared remarks by Justyn start with "we initiated several strategic changes" and then "Today, I am also excited to share our entrance into the influencer marketing category" - so it's one of several. Then they discuss AI, Salesforce, etc. The question is whether management treats one thing as the thing that will determine what the company becomes. They mention "our new $1 billion subscription revenue target" and "we have introduced our new medium-term financial plan" but that's a target, not a specific undertaking. The Tagger acquisition is a concrete thing, but is it already in motion? Yes, they acquired it. Is it still small relative to expected? They say "we have incorporated approximately $3 million of revenue into our guidance for the remainder of 2023" and "no cross-selling assumptions" so it's small. But is it the fate of the entire company? Management also talks about Salesforce partnership, AI, etc. The call seems to have multiple drivers. The question asks for ONE identifiable thing. The transcript has a lot about Tagger, but also about the upmarket shift and AI. However, the upmarket shift is a broader strategy, not a single thing. Tagger is a specific acquisition. But management also emphasizes AI as a major area.
NO Cost per customer just fell off a cliff: the company's own selling and acquisition engine is getting cheaper as it grows
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES/NO. Need analyze transcript. Need determine if management conveys that cost to win/serve each unit business materially less effort/money already realized, not future scale. Need only transcript. We need parse. The call discusses strategic shift upmarket, deprioritizing low end, record new business ACV, enterprise growth, premium attach rates, margins, free cash flow. But question specifically: does management convey that it now costs company materially less effort/money to win and serve each new unit of business than used to — machinery for finding/closing/onboarding/supporting customers getting cheaper per customer as volume rises — already observed current operating experience. Need look for phrases: "unit economics", "efficiency", "sales cycle", "onboarding", "same sales force producing more", "customers arrive through channels", "cost per customer". The transcript has: - Justyn: "strategic changes ... beginning to materially improve long-term growth and efficiency" but not specific cost per unit. - "record new business ACVs drove ACV growth to record 29%... success up-market ahead of plan." - "leading indicators RPO and cRPO each continue to materially outpace ARR growth rate. RPO growth 62%..." This indicates future revenue, not cost. - "significantly improving quality of business further evident in record non-GAAP operating margins during Q2 and more than 140% growth in cumulative year-to-date free cash flow." Margins improved due to mix, pricing, etc. - "unpredictability at very low end... deprioritized and removed resources from this part of business." This is resource reallocation, not necessarily lower cost per unit. - "upside of strategic shift... structurally positive impact on net dollar retention of core customers and enterprise business further accelerated... enterprise grew nearly 50%... enterprise new business up more than 50%... total net new ARR from this segment also grew greater than 50%." - "premium module attach rates increased by 160 bps from Q1 2023, nearly double uptick...". Attach rates increase ACV per customer, not cost per customer. - "product team delivered 16 care releases... AI..." - Tagger acquisition: "Tagger's ACVs are meaningfully above Sprout's" etc. Not cost efficiency. - Ryan: "partnership with Salesforce... onboarded record 176 logos... expect contributions to grow meaningfully and linearly...
NO Stale terms, scheduled reset: the existing book is priced for a world that has moved on
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management describes that a meaningful portion of existing business is carried at prices below current market, and that this existing business is coming up for repricing/renewal on a schedule, so economics improve without needing new customers. Looking at the transcript: The discussion focuses on strategic changes, moving up-market, removing low-end ARR, pricing changes. They mention "ongoing execution on our pricing changes" and "ACV growth" but that's about new business and existing customers? They talk about "price lifts for the existing customers that have rolled out throughout the year" - that suggests existing customers are being repriced. But is that a meaningful portion? They say "we are feeling really good about the price lifts for the existing customers that have rolled out it throughout the year. And I think it ranges anywhere from like, we have talked about, low-middle single digits to low-middle double digits." That indicates existing customers are getting price increases. But is that because the old prices were below current market? They also mention "the exit from a number of low-value logos" and "removed non-core ARR" - that's about dropping low-value customers, not repricing them. The question asks: Is there a situation where the existing book was struck at past conditions below current market, and management describes a schedule for resetting? They mention pricing changes that have been rolled out to existing customers. But is that a "meaningful portion"? They say "ongoing execution on our pricing changes" and "price lifts for the existing customers" - that suggests they are repricing existing customers. However, the context is that they are also moving up-market and dropping low-end customers. The repricing seems to be part of a broader strategy, but is it that the old terms are clearly below current market? They don't explicitly say that the existing book is below market and will reset. They talk about price increases for existing customers, but that could be just normal annual increases or part of a pricing change. The question requires that the gap is significant and that the improvement is already embedded in commitments. They do say "we are feeling really good about the price lifts for the existing customers that have rolled out it throughout the year" - that indicates they are already seeing the benefit.
NO First domino, named next dominoes: management generalizes a fresh win into a repeatable template and points to the speci
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management explicitly generalizes a recent real success as a repeatable template and identifies specific next places where it's being applied. Looking at the transcript: They discuss the Tagger acquisition, Salesforce partnership, and various customer wins. But the question is about a specific success being treated as a template and next repetitions identified. Management talks about the Salesforce partnership: "We onboarded a record 176 logos in Q2 and we continue to expect contributions to grow meaningfully and linearly over the course of 2023 building to a very strong Q4 as the largest and most complex deployments begin to make their migration over to Sprout." That's a success, but is it generalized as a template? They mention "we continue to expect contributions to grow" but not explicitly a template with specific next instances. They also talk about the Tagger acquisition as a new capability, but that's not a proven success yet—it's an acquisition, not a won customer or deployment. They mention "record new business ACVs" and "enterprise grew nearly 50%" but that's overall growth, not a specific success generalized. The question asks: "does management take a RECENT, REAL SUCCESS the company has actually achieved — a won customer, a completed project or deployment, a successful product introduction, a first site, market, program, or partnership that is now demonstrably working and producing real business — and explicitly GENERALIZE it, telling investors in substance: 'what we just did here is not a one-off — it is a template we can repeat,' AND does management identify the SPECIFIC NEXT PLACES where that same template is already being applied right now?" Looking for a specific instance. The Salesforce partnership might be one. They say "we onboarded a record 176 logos in Q2" and "we continue to expect contributions to grow meaningfully and linearly" but they don't explicitly say "this is a template we can repeat" and then name specific next places. They mention "the largest and most complex deployments" but that's vague. Another possibility: They talk about the success of their strategic shift up-market, but that's not a single success. They also mention "we have already delivered 16 material care related releases in 2023" but that's product development. The Tagger acquisition is not a proven success yet; it's just announced.
NO Doors opening at the company's own gates: dependent parties now grant the company better-than-history treatment
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management describes any dependency gate being opened with unusual ease or generosity. The transcript discusses Tagger acquisition, Salesforce partnership, etc. But the question is about parties the company depends on to operate or grow (suppliers, vendors, etc.) treating the company better than ordinary course. The examples given: suppliers giving allocation priority, creditors better terms, landlords, platforms, regulators, etc. In the transcript, management talks about Salesforce partnership, but Salesforce is a customer/partner? Actually Salesforce is a platform? They mention "partnership with Salesforce" and "native integration into Salesforce marketing cloud". But Salesforce is more of a partner that enables distribution? However, the question specifies "parties the company DEPENDS ON in order to operate or grow — those whose ordinary role is to supply, serve, host, approve, certify, finance, or enable the company, rather than to buy from it". Salesforce could be seen as a platform gatekeeper? But the transcript describes Salesforce as a partnership where Sprout is integrated. Is that a dependency? They mention "we further capture the Social Studio opportunity" and "align ourselves as the standard social platform for all Salesforce customers". That might be a platform relationship. But does management present it as a departure from ordinary course? They say "accelerated momentum" and "record 176 logos" but that's about customers coming from Salesforce. That's more about customer acquisition, not about a gatekeeper granting access. The question is about the company's own pathway being widened by parties that control that pathway. Salesforce could be a gatekeeper for distribution, but is it described as treating Sprout better than before? They mention "product alignment went even deeper this quarter with a native integration into the Salesforce marketing cloud" - that could be seen as Salesforce granting access or integration. But is that a departure from ordinary course? They don't explicitly say that Salesforce is giving them preferential treatment. They just describe the integration and the results. Another possibility: the acquisition of Tagger - that's a company they bought, not a dependency gate. The question specifically asks about parties that supply, serve, host, approve, certify, finance, or enable the company.
NO Everything is being bought forward: buyers, and the company, are both committing ahead of when they need to
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES/NO. Need analyze transcript for phenomenon: buyers committing earlier, company committing earlier in response, management says lengthened horizon changes visibility and numbers not yet show. Need only transcript. Let's parse. Company Sprout Social. They discuss RPO, cRPO, ARR, enterprise growth, Salesforce partnership, Tagger acquisition. Need see if management describes timing of commitments moved earlier than normal. They mention RPO growth 62%, cRPO 47%, RPO 63% of ARR. But is that "buyers committing earlier than they used to"? RPO is backlog of contracted future revenue. They say leading indicators RPO/cRPO materially outpace ARR growth. But do they say customers are locking in further ahead than normal? They mention "Q2 RPO represented more than 63% of total ARR up more than 2,000 basis points over past 2 years." That suggests more forward committed relative to ARR. But is that due to longer contracts? They mention "unit economics of that business are much stronger, the size of those deals, and the length of those contracts are longer" in context of free cash flow. Also "enterprise business" with longer contracts. But is that a recent shift? They say "strategic changes late last year" and "success up-market" and "significantly improving quality." They mention "record new business ACVs" and "RPO growth 62% underscores momentum up-market." But do they explicitly say buyers are committing earlier than they used to? They say "RPO represented more than 63% of total ARR up more than 2,000 basis points over past 2 years." That indicates a lengthening of forward commitments. Also "cRPO growth rate of 47% year-over-year." But is that just strong demand? Need see if company is committing earlier in response. They mention "we have deliberately deprioritized and removed resources from low end" and "structural and organizational changes to rapidly expand investments in AI" and "accelerate roadmap" and "acquisition of Tagger" - but that's not necessarily provisioning ahead due to buyer early commitments. They mention "we have incorporated approximately $3 million of revenue into guidance for remainder of 2023" for Tagger, no cross-sell. They mention "we have decisively modeled our lowest customer tier ARR to decline to zero" - that's removing low end. They mention "we expect that Tagger will be accretive to ARR and ACV growth rates" etc.
NO Mid-period crossings: the quarter's story is things that started during it and are still completing
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the management's account of the just-reported period (Q2 2023) is built around real business activity that crossed from not-happening to happening partway through the period or just around its edges, and whether management makes clear that this newly started activity is still completing its climb, so the period's reported numbers averaged the 'before' and 'after' and therefore sit below the level at which the business is already running. Key elements to look for: - A concrete piece of business that genuinely began during or immediately around the reported period, described as a start (e.g., began shipping, launched, went live, started generating revenue). - Management conveys that because it started partway, the reported results captured only a partial slice, and the business is exiting at a higher level, with the remaining climb being a matter of the already-started activity continuing. In the transcript, what are the main topics? The call discusses Q2 2023 results, strategic changes, the acquisition of Tagger (influencer marketing), Salesforce partnership, AI investments, and guidance. The acquisition of Tagger is announced on this call, but the acquisition is not yet closed? Actually, they say "We acquired Tagger media for a cash consideration of $140 million." So it's an acquisition that has been completed. But does it start contributing revenue during the period? They say "We have incorporated approximately $3 million of revenue into our guidance for the remainder of 2023." That suggests Tagger's revenue is expected in the future, not necessarily in Q2. The acquisition was announced on this call, so it likely closed after Q2 or around the end. They say "We acquired Tagger" but the revenue is for the remainder of 2023, so it's not yet contributing in Q2. So that's not a start that happened during the period. What about Salesforce partnership? They mention "we onboarded a record 176 logos in Q2" and "we continue to expect contributions to grow meaningfully and linearly over the course of 2023 building to a very strong Q4 as the largest and most complex deployments begin to make their migration over to Sprout." This suggests that the Salesforce partnership is ramping, but it's not a single start; it's an ongoing partnership with many logos. The migration of large deployments is expected in Q4, so not yet started in Q2.
NO Bought-and-paid-for optionality: the company already holds a second, unmonetized position it can switch on at will
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the transcript describes a second, largely unmonetized position that the company already holds, which management is actively deciding how and when to convert into revenue. The key elements: (1) a real holding already in hand, separate from current operations; (2) it currently produces little or nothing, and management says so; (3) management is now working on converting it, and the decision is largely theirs. Looking at the transcript, the main topics are: the core business performance, the acquisition of Tagger (influencer marketing), and the strategic shift upmarket. The acquisition of Tagger is a new addition, but it's being integrated into the business. Is Tagger a "dormant holding"? No, it's a business being acquired and integrated, not an idle asset. The company is already using it, and it's part of the current operations going forward. It's not something that is currently producing little and being converted; it's a new acquisition that will contribute revenue. What about the "low end" customer base? They are removing it from forecast, but that's not a holding to monetize; it's a segment they are deprioritizing. What about the Salesforce partnership? That's an existing relationship that is being leveraged, but it's already part of the current business. What about the AI capabilities? They are developing them, but that's part of the product roadmap, not a separate dormant asset. The transcript mentions "we have introduced our new medium-term financial plan expect to exceed $1 billion in subscription revenue in 2028." That's a target, not a holding. The only possible candidate is the Tagger acquisition itself. But Tagger is being acquired and will be integrated into the business. It's not something that is currently producing little and being converted; it's a new business that will be sold. The company is not sitting on it; they are actively selling it. So it's not a dormant holding. Also, the transcript says "we have incorporated approximately $3 million of revenue into our guidance for the remainder of 2023" for Tagger, so it's already contributing. Thus, there is no description of a second, largely unmonetized position that the company already holds and is deciding how to convert. The company is focused on its core business and the new acquisition, but that's not a dormant asset. Therefore, the answer is NO.
NO Constraint-side candor: management freely details what it cannot yet do while demand is not the question
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management voluntarily and specifically details the company's own current limitations, while making clear that demand is not the problem, and pairs that with remediation already underway. The question asks for a YES/NO answer based on the transcript. Let's analyze the transcript. Management discusses several things: strategic changes, moving up-market, deprioritizing low-end customers, removing non-core ARR from plan, etc. They mention that the low end of the business has been unpredictable and difficult to forecast. They say they have deliberately deprioritized and removed resources from that part. They also mention that they have removed non-core ARR from their plan for the remainder of the year and modeling to have it cycled out fully heading into 2024. This is about a segment they are choosing to exit or de-emphasize, not a limitation in serving demand. They are not saying they cannot serve demand; they are saying they are choosing not to serve that segment. They also discuss the Tagger acquisition, which is about expanding capabilities. They mention that they have no cross-selling assumptions yet, but that's not a limitation. They talk about AI and product releases, but not about limitations. They mention that they have removed low customer tier ARR to decline to zero, which is a strategic decision, not a limitation. The question asks: "does management VOLUNTARILY AND SPECIFICALLY DETAIL THE COMPANY'S OWN CURRENT LIMITATIONS — what it cannot yet produce, serve, staff, deliver, or handle — while making clear that DEMAND FOR WHAT IT SELLS IS NOT THE PROBLEM, and does management pair that candor with real remediation already underway?" Looking for specific self-identified limits: capacity lacks, roles it cannot fill fast enough, systems not ready, output it cannot yet reach, orders it cannot yet serve. In the transcript, management talks about the low end of the business being unpredictable and difficult to forecast, but they are not saying they cannot serve demand; they are saying they are deprioritizing it. They also talk about the impact of pricing changes on that segment. But they are not describing a limitation in serving demand; they are describing a strategic choice to focus elsewhere. They also mention that they have removed non-core ARR from plan, which is about forecasting, not about inability to serve.
NO Operator fluency on fresh ground: management answers probing questions about a new driver with unhesitating operational
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the transcript shows the dynamic described: a recently emerged positive element, probed by analysts, and management responds with unhesitating, granular operational command, adding specific operational substance beyond prepared remarks, across at least two exchanges, while conveying that the element's contribution is still early. The recently emerged element could be the Tagger acquisition (influencer marketing) or perhaps the Salesforce partnership? But Tagger is the most recently emerged. The acquisition was announced on this call. So it's very new. Analysts ask about Tagger. Let's see the exchanges. First question about Tagger: Parker Lane asks about Tagger's business model, target size. Ryan Barretto answers with specifics: "skews very much in the system to getting customers in the enterprise... customers like Estee Lauder, Bose, Omnicom... technology... looks and feels a lot like Sprout... R&D team... impressed... go to market motion... lines up well." That's some operational detail but not extremely granular. Then later Adam Hotchkiss asks about Tagger: "why now on buying that business? And how you thought about that from M&A environment and balance sheet perspective?" Justyn Howard answers about strategic timing, not operational detail. Then Ryan adds about inbound leads: "over 40 inbound from brands... excited about spending time with us on this product." That's some operational color. Then later Matt VanVliet asks about Tagger: "where are you projecting this to be in terms of contribution, or any kind of premium lift and pricing... how much of a lift can you get at existing customers?" Ryan answers qualitatively, then Joe gives modeling: $3 million revenue in guidance, no cross-sell assumed. That's financial housekeeping. Then Scott Berg asks about Tagger: "part of the rationale was on the differentiation side... how 50% of your RFPs have this... do you see this typically being selected in the sales cycle?" Ryan answers about competitive advantage, sales cycles, etc. That's some operational detail. Then Elizabeth Porter asks about Tagger: "any sort of overlap with the customer base... how should we think about the balance of benefits from the acquisition skewed to either landing more customers with this asset now in your portfolio versus the cross-sell opportunity?" Ryan answers about overlap and upside.
NO Fresh problems of growth: the call's frictions are about handling more business, not finding it
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer only YES or NO. Need evaluate transcript. Need determine if difficulties discussed are predominantly problems of growth vs weakness/decline/demand. Need use only transcript. Let's parse. Company Sprout Social Q2 2023. They discuss strategic changes, deprioritized low end, removing non-core ARR from plan, low end unpredictable, difficult to forecast. They talk about growth upmarket, record new business ACV, enterprise growth, RPO growth. Difficulties: "unpredictability at the very low end of our business has remained difficult to forecast in Q2. So we view this as a positive trade-off and have deliberately deprioritized and removed resources from this part of our business." They removed non-core ARR from plan. This is not growth friction but strategic deprioritization of low end due to unpredictability. Also Tagger acquisition integration? They mention temporal impact of absorption of Tagger expenses, one-time global employee event, timing of sales hiring. Are these growth frictions? They are costs from expansion/acquisition. But question asks difficulties predominantly PROBLEMS OF GROWTH — frictions created by business getting bigger or moving faster than current setup. Management discusses "timing of sales hiring in Q2, then temporal impact of absorption of Tagger expenses" as impacting Q3 margin. Also "we were fortunate to hire well throughout the quarter" no strain. They mention "structural improvements" and "record margins." They don't really discuss operational growing pains. They discuss low-end challenges as unpredictability, not growth. They discuss "we have decisively modeled our lowest customer tier ARR to decline to zero" to reduce forecast risk. That's a challenge of weakness in low end, but they frame as deliberate deprioritization. The main difficulties are low-end churn/forecast, and margin dilution from Tagger/events. Are those growth problems? Tagger acquisition is expansion, but "absorption of Tagger expenses" is a cost of growth/acquisition. However question asks difficulties predominantly problems of growth. Need see if management's account conveys main operational tensions stem from expansion already happening. They mention "timing of sales hiring" and "one-time global employee event" and "absorption of Tagger expenses" as Q3 operating loss. These are costs associated with scaling/hiring/acquisition.
NO Fixed price, unfixed volume: the company is locked into a rate while the amount it can sell against it is climbing
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the transcript describes a situation where price/rate/fee per unit is fixed or contractually set, and volume is currently rising, with reported results reflecting lower volume. The company is Sprout Social, a SaaS company. They have subscription revenue. The natural unit could be subscriptions, seats, customers, ACV (annual contract value). The price side: they have pricing changes, but are they fixed? They have pricing changes that are already implemented. But the question asks about a situation where the rate is already settled and volume is rising. Looking for management indicating that the price per unit is fixed (e.g., contracts, fees) and volume is increasing. For SaaS, usually subscriptions are at agreed rates. But the specific situation described: does management mention that they have contracts with fixed rates and are adding volume? They mention Salesforce partnership, migrations, etc. But is there a specific situation? The question asks about "THE PRICE, RATE, OR FEE THE COMPANY EARNS ON A MEANINGFUL PART OF ITS BUSINESS IS ALREADY FIXED OR CONTRACTUALLY SET, while THE QUANTITY OF BUSINESS THE COMPANY CAN EARN THAT RATE ON IS CURRENTLY RISING OR ABOUT TO RISE". Possible examples: They have salesforce partnership where customers migrate over, and they have set pricing? Not explicitly. They might have long-term contracts with customers at agreed rates, and they are adding more customers/volume. But that's typical for SaaS. The question requires that management explicitly conveys that the price is not the open variable, but the volume is rising and results reflect lower volume. In the transcript, they talk about removing non-core ARR, focusing on enterprise, etc. But I don't see a specific situation where the rate is locked and volume is rising as a distinct phenomenon. They mention "record new business ACVs" and "ACV growth" but that's about average contract value, not necessarily fixed rate per unit. The question is looking for a scenario like a company with a long-term offtake agreement at a fixed price, and they are now shipping more units. Here, Sprout is a subscription company. They have subscription contracts at set rates, and they are adding more customers/subscriptions. Is that the same? The essence: the price per unit (subscription fee) is set, and the volume (number of subscribers) is rising.
NO Compounding order flow: the same customers keep coming back bigger, and the company is quietly widening the funnel behin
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management describes a shift from persuading buyers to provisioning them. The question asks: does management convey that the practical work is getting more of its offering into the hands of buyers who have already decided, rather than convincing buyers to decide? Let's analyze the transcript. Key points: They talk about strong demand, record new business ACVs, enterprise growth, Salesforce partnership, Tagger acquisition. They mention that they are seeing strong demand, but also mention unpredictability at low end. They talk about removing non-core ARR from plan. They talk about provisioning? They mention "we have deliberately deprioritized and removed resources from this part of our business" (low end). They talk about "upside of our strategic shift" and "enterprise business further accelerated". They talk about "premium module attach rates" and "product team has already delivered 16 material care related releases". They talk about AI investments. They talk about Tagger acquisition to expand capabilities. They talk about "we will deliver the next generation of social insights" etc. Do they describe that buyers have already decided and they are provisioning? They mention "we currently see influencer marketing in more than half of our enterprise RFPs" - that's demand. They talk about "record new business ACVs" - that's winning. They talk about "we are beginning to see if structurally positive impact on net dollar retention" - that's expansion. They talk about "enterprise new business was up more than 50% year-over-year" - that's winning new business. The question is about whether the company's own commercial effort has shifted from persuading to provisioning. That would mean that the main challenge is not getting customers but fulfilling orders, onboarding, capacity, etc. In the transcript, management talks about "we have removed our loan customer report from our forecast" (low end) and "we have decisively modeled our lowest customer tier ARR to decline to zero" - that's about cutting low end. They talk about "we are seeing everything we want to see from our strategic shift" and "structural improvements in our business and accelerated momentum up-market". They talk about "the unpredictability at the very low end of our business has remained difficult to forecast" - that's about demand uncertainty at low end.
NO Deprived of a working part of itself: management describes an already-proven piece of the business it is currently unabl
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the transcript describes a situation where a proven part of the business is being held back by the company itself, and management is actively working to feed it, with results understating potential. Let's analyze the transcript. Key topics: Sprout Social's Q2 2023 earnings. They discuss strategic changes, moving up-market, enterprise growth, Tagger acquisition, AI, etc. The question asks: "On this call, does management describe that ONE IDENTIFIABLE PART OF THE COMPANY'S BUSINESS HAS ALREADY PROVEN ITSELF IN REAL USE, and that the company is CURRENTLY UNABLE TO GIVE IT WHAT IT NEEDS — so that management's own account of the period is about a working thing being held back by something inside the company, together with the concrete steps now being taken to release it?" We need to find a specific part that is proven, working, but constrained by internal shortfall, and management is actively addressing it. Look for mentions of a specific product or segment that is performing well but limited by internal capacity. For example, they talk about enterprise business growing 50% year-over-year, record new business ACVs, etc. But is there a constraint? They mention "unpredictability at the very low end of our business" and they are deprioritizing that. That's not a proven piece being held back; they are cutting it. What about Tagger? They just acquired it. It's not yet integrated, and they are not assuming cross-sell. That's a new acquisition, not proven in their own use yet. What about Salesforce partnership? They onboarded 176 logos, but that's a partnership, not a part of the company being held back. What about AI? They are investing in AI, but that's a roadmap, not yet proven. What about social listening? They mention it as a product, but no specific constraint. Maybe the "premium module attach rates" - they are strong, but no mention of being held back. Look for a phrase like "we are unable to supply" or "we are constrained" or "we are investing to catch up" etc. They mention "we have deliberately deprioritized and removed resources from this part of our business" referring to low-end. That's the opposite. They mention "we are beginning to see if structurally positive impact on net dollar retention of our core customers and our enterprise business further accelerated during Q2" - that's positive, not constrained.
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SPT call history
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C Q1 2026 · Caution · 2026-05-08Management raised guidance against mixed demand signals and expanding margins. The delivery was rich in specifics.
B Q1 2025 · Solid call · 2025-05-08Management raised guidance against steady demand and expanding margins. The delivery was rich in specifics.
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C Q4 2024 · Caution · 2025-02-25Management held guidance steady against steady demand and expanding margins. The delivery was unusually candid, rich in specifics.
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D Q3 2024 · Weak call · 2024-11-09Management held guidance steady against steady demand and expanding margins. The delivery was rich in specifics.
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D Q2 2024 · Weak call · 2024-08-01Management held guidance steady against mixed demand signals and expanding margins. The delivery was promotional in tone.
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F Q1 2024 · Very weak call · 2024-05-02Management lowered guidance against mixed demand signals and expanding margins. The delivery was unusually candid, rich in specifics.
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C+ Q4 2023 · Mixed call · 2024-02-20Management held guidance steady against accelerating demand and expanding margins. The delivery was rich in specifics, relaxed under questioning, promotional in tone.
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View 16 earlier calls
| Call | Date | Grade | Guidance | Demand | Margins | Candor | Evasion |
|---|---|---|---|---|---|---|---|
| Q3 2023 | 2023-11-03 | C+ | raised | accelerating | expanding | 6/9 | 4/9 |
| Q2 2023 | 2023-08-04 | B+ | raised | mixed | expanding | 7/9 | 2/9 |
| Q1 2023 | 2023-05-02 | B+ | raised | accelerating | expanding | 7/9 | 2/9 |
| Q4 2022 | 2023-02-21 | A | raised | accelerating | expanding | 7/9 | 3/9 |
| Q3 2022 | 2022-11-06 | B+ | raised | mixed | expanding | 8/9 | 3/9 |
| Q2 2022 | 2022-08-02 | B+ | raised | accelerating | expanding | 7/9 | 2/9 |
| Q1 2022 | 2022-05-03 | B+ | raised | accelerating | expanding | 6/9 | 1/9 |
| Q4 2021 | 2022-02-22 | B | maintained | accelerating | expanding | 6/9 | 2/9 |
| Q3 2021 | 2021-11-02 | A | raised | accelerating | expanding | 7/9 | 2/9 |
| Q2 2021 | 2021-08-03 | A | raised | accelerating | expanding | 6/9 | 3/9 |
| Q1 2021 | 2021-05-05 | A | raised | accelerating | expanding | 7/9 | 2/9 |
| Q4 2020 | 2021-02-23 | A | maintained | accelerating | expanding | 7/9 | 2/9 |
| Q3 2020 | 2020-11-09 | B+ | raised | accelerating | expanding | 6/9 | 2/9 |
| Q2 2020 | 2020-08-09 | A | raised | accelerating | expanding | 6/9 | 1/9 |
| Q1 2020 | 2020-05-10 | B+ | lowered | mixed | stable | 8/9 | 1/9 |
| Q4 2019 | 2020-02-26 | A | none | accelerating | expanding | 7/9 | 2/9 |