We need answer only YES or NO based on transcript. Need evaluate both gates. Gate 1: Positive current development for which Q&A produces more concrete operating detail than prepared remarks. Let's parse call. Prepared remarks: multiple positive developments: new bucket standalone apps revenue growth 140% YoY, net loss narrowed; Sochio revenue growth, net loss narrowed; [indiscernible] app launched after CNY, rapid growth; Tantan overseas turned profitable ex-payroll in Q1; share repurchase. Also new app bucket. Q&A: first question about regulation and Tantan user trend. Management answers about regulation impact and Tantan user trends, mostly not positive? It explains impact. Second question macro/consumption impact on live streaming and VAS and full year assumptions. CFO gives guidance details, revenue expectations, gross margin. This is about outlook, not positive current development? Third question about new adds in Tantan overseas. Management shares revenue expectations for new apps, Tantan overseas specifics: Indonesian market user scale grew 27%, ARPPU doubled, revenue 2.5x; strategy. Is this more concrete than prepared remarks? Prepared remarks already said Tantan overseas turned profitable ex-payroll, Indonesia pilot, improved ARPU, ROI, stepped up investment, scaled back loss-making regions. In Q&A, management gives numbers: Indonesian user scale grew 27%, ARPPU doubled, revenue 2.5x over past six months; also new apps revenue expected RMB 700-800 million this year vs 300 million last year. But is that "current development" positive? Yes, Tantan overseas improving. But is the Q&A discussion producing more concrete operating detail than prepared remarks? It adds specific metrics not in prepared remarks. Multiple exchanges? Only one exchange on overseas/new products (Leo Chiang question). The other Q&A are about regulation/macro/Tantan user, not positive development. For Gate 1, need across MULTIPLE exchanges in Q&A, management responses about it additive. There is only one exchange about positive development? The first Q&A about regulation and Tantan user trend includes some details about Tantan user growth: areas free of pandemic grow sequentially, etc. But not a positive current development being probed? It's about impact. Second about macro/VAS/live streaming, includes positive VAS double-digit growth target, new apps growth. But mostly outlook.
Hello Group 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 there more than ten analyst questions in total?
- Does the transcript contain the phrase "next question" at least twice?
- Does any analyst mention a specific percentage figure in their question?
- Does any analyst's question include a percentage figure?
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
Q1 2026 · 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.”
YES Does the transcript contain the phrase "next question" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does any analyst ask a question containing multiple sub-questions (three or more)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any speaker use the phrase "if you look at" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does anyone say "guidance" in the same sentence as a specific 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 any analyst say "congrats" or "congratulations" to management?
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 "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.”
NO Does any analyst say "thank you" before 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.”
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.”
NO Does the word "outperform," "outperformance," or "beat" 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 anyone say "the environment" when describing market conditions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any executive use the word "momentum" 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 begin an answer with "Great question," "Thanks," or "Appreciate"?
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 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.”
YES Does the call end without any closing statement from the CEO?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is there a request to move the call along or to the last question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does anyone use the phrase "kind 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 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.”
NO Does the CEO deliver the opening remarks rather than the CFO or IR head?
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 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.”
YES Does anyone say "let me" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the CFO use the word "sequential" or "sequentially" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does management use the word "strong" 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 an executive use the phrase "we're seeing" 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" 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 management use the word "confident" or "confidence" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "record" appear at least twice 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 "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.”
NO Does any speaker say "we're excited about" or "we're pleased with"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does anyone use the phrase "moving forward" or "go 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 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.”
NO Does anyone use the word "folks"?
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" more than five times in total?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any analyst mention a specific percentage figure in their question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "quarter" appear in at least ten questions or answers during the Q&A?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the CFO speak during the Q&A portion at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any question reference a specific quarter (e.g., "fourth quarter") by name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any executive use the phrase "if you look at" during the Q&A?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the phrase "moving on" or "next question" come from the operator?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any executive begin an answer by restating the analyst's name?
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 answer exceed 300 words in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO answer the first analyst question 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 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.”
YES Does the transcript contain the word "margin" more than ten times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive begin an answer with "So" as the first word?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does management use the word "momentum" 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 mention "margin" or "margins" in prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "definitely" used by any speaker?
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 "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.”
YES Does anyone say "we remain confident" or "we are confident"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does an executive cite a specific dollar figure greater than one billion?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does an analyst reference a specific prior quarter by name (e.g., "last quarter")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any analyst ask a follow-up in the same turn after their first 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 analyst ask about a specific geographic region or market?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any analyst ask a question that includes the phrase "long term" or "long-term"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does the word "opportunity" or "opportunities" 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.”
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.
NO Does the CFO use the phrase "free cash flow" 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 executive use the word "momentum"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO mention at least one specific customer segment by name (e.g., "enterprise")?
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 "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.”
YES Does any analyst introduce themselves by name before asking their first question?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "including" 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 management reference "the macro environment" or "macroeconomic" 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 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.”
NO Does any prepared remark mention "headwinds" or "tailwinds"?
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, 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.”
NO Does an analyst ask a two-part question containing the word "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 anyone ask a follow-up question in the same turn after their first question is answered?
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 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.”
YES Does anyone say "thank you" at least ten times in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does an executive use the phrase "if you look at" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does anyone say "we are excited about" without naming 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 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.
NO Does any speaker use the word "tailwind" or "tailwinds"?
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 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.
NO Does an analyst thank the executives or congratulate them before asking 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 an executive say "great question" or "thanks for the 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 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.”
NO Does management thank analysts by name at any point after 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 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.”
NO Does management use the word "committed" regarding a target?
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's prepared remarks mention "macro" or "macroeconomic"?
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 "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.”
YES Does the word "temporary" or "transitory" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is an analyst's question answered with "great 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 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.”
YES Does anyone say "thank you" at least ten times across the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any analyst's first sentence contain a compliment or thanks before 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 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.
NO Does the CEO personally deliver the closing remarks of 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 CEO's prepared remarks contain the word "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.”
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.
YES Does the phrase "in terms of" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES First-person singular ("I believe," "I think") used more by the CFO than the CEO.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES A single question receives answers from two different executives.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES A hedge word ("maybe," "sort of") appears inside a direct quantitative claim.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any executive defer a question to another executive by name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Someone uses the word "honestly," "frankly," or "to be clear."
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does anyone begin an answer by restating or paraphrasing the analyst's 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 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.”
YES The word "challenge" is spoken more often than "opportunity."
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does an executive say "thank you" to the analyst before answering 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 speaker say "great question" or similar praise of 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 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.
NO Does an executive cite a conversation with a customer that has no verifiable specificity (unnamed, undated, unquantified)?
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 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.”
YES Does any question mention a specific percentage or dollar figure?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO personally answer more questions than any other 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 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.
NO Does any analyst's first name get used by an executive when thanking them?
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 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.”
YES Are there more than ten analyst questions in total?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page?
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 "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.”
YES Does the CFO's prepared section exceed the CEO's in number of paragraphs?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any analyst ask a multi-part question containing three or more distinct questions?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "guidance" 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.”
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.”
NO Does an analyst begin with a compliment, such as "great quarter" or "congrats"?
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 "we said" when recalling prior statements?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst begin their turn with "thanks" or "thank you"?
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 "headwind" or "tailwind" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does an executive use the phrase "over time" 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 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.
NO Does the CEO open the call before any analyst questions by mentioning the macro environment?
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 are pleased" or "we're excited"?
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 "leverage" (financial or metaphorical)?
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 thank management before 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 Is the word "automation" or "productivity" used at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Is the phrase "a number of" used 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 "best-in-class" or "industry-leading"?
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 "momentum" appear at least twice in 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 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.”
NO Does management use the phrase "we believe" 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 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.
YES Does any speaker say "thank you" more than five times in total?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "macro" or "macroeconomic" appear at least twice in the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does management thank analysts for their questions at any point during 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.”
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.”
YES Does any speaker use the phrase "going forward"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Word "normal" used about demand.
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the word "volatility" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "pipeline" appear without a dollar figure attached?
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 "the macro" or "macro environment" 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 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.
NO Does management thank analysts by name when responding?
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 "flexibility" or "flexible" 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 "takeaway," "take out," or "take rate"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Analyst compliments the team before asking 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 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.”
NO Does any analyst reference the CEO or CFO by first 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 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.”
NO Does anyone use the word "pipeline" 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 anyone say "moving on" or "let me turn it over" during 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 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.”
YES Does anyone say "headwind" or "headwinds" more than once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does an executive cite a conversation with a customer, partner, or employee as evidence?
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 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.”
YES Does any question explicitly reference the company's prior guidance or outlook?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker say "next question" or does the operator use the word "final" before the last question?
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 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.”
NO Does an analyst flatter management within their first sentence of speaking?
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 two questions when told to ask only one?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does anyone say "excited" or "pleased" at least twice 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 in the prepared remarks (not just 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 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.
NO Does the transcript contain the word "record" preceding a noun (e.g., "record margin")?
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 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.
YES Does the word "challenges" appear more than once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does a speaker correct a figure they themselves just stated?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does anyone blame weather, holidays, or calendar quirks unprompted?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone cite a personal anecdote involving a customer conversation?
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 "a little bit"?
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 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.
NO Does anyone say "we're excited" or "we are excited"?
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 "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.
YES Does the word "challenge" or "challenging" appear at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does anyone describe cutting discretionary spending like travel or hiring?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Is the word "capacity" mentioned?
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 "our customers" rather than naming a customer?
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 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.”
NO Does management thank analysts 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 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.”
YES Does an executive say "we remain confident" or similar?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Does an executive open their first answer by thanking 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 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.”
YES Does the word "core" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any analyst's question include a percentage figure?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any speaker say "if you look at"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO personally answer the 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 Does any speaker use the phrase "tailwind" or "tailwinds"?
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 "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.”
NO Does the CEO make closing remarks after the Q&A ends?
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 "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.
YES Does anyone say "in terms of" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "strong" appear more than 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.”
YES Does the phrase "thank you" appear more than ten times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does the phrase "thank you" appear at least ten times anywhere in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive begin an answer by restating the analyst's 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 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.”
YES Does the word "challenge" or "challenging" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "certainly" appear at least once in management's answers?
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 personal, warm, or congratulatory 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 "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.
YES Does any single analyst ask more than two questions during the whole call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Is the word "headwinds" or "tailwinds" used?
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" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is the word "confidence" or "confident" spoken by any executive?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does the phrase "going forward" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does management use the phrase "going forward"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any speaker say "appreciate" 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 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.”
NO Does any executive say "we're pleased" or "I'm pleased"?
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 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.
NO Is the word "excited" or "exciting" used by management 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 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.”
YES Does any executive begin an answer with "Look," or "So,"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "challenging" or "challenges" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the operator run out of queued questions and close early?
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 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.”
NO Is the word "excited" used by the CEO more than the word "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 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.
NO Does any analyst's question begin with a compliment or congratulation?
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 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.”
YES Are there more questions about revenue than about costs?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any speaker use the phrase "on a" four or more times total (e.g., "on a constant currency basis")?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO Is the word "leverage" used 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 management use the word "headwinds" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any speaker say "great question" or thank the analyst before answering?
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 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.
YES Does any speaker say "going forward"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does an analyst thank management at the end of their turn?
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 the future with "We believe" more than "We expect"?
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 "normal" or "normalized" about conditions that predate any disruption mentioned?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does the word "macro" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management use the word "solid" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Is there an analogy to a machine, engine, or flywheel?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Is the phrase "base case" or "scenario" used at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Is the phrase "to your point" or "as you mentioned" 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 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.”
YES Does management say "the team" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "fundamentally" appear at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "ahead of" precede any mention of guidance or expectations?
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 "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.
YES Does any speaker describe a business unit as "healthy"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker use the word "fundamentals"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "resilient" or "resilience" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any analyst ask a follow-up after their initial answer ("follow-up", "second one", "just one 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 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.”
YES Does the word "clearly" appear anywhere in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CEO speak first among named executives 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 the word "headwind" or "headwinds" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does the phrase "going forward" appear at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does the word "confident" appear in any executive's remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst thank management at the start or end of their turn?
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 use the word "incredibly" 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.”
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.
NO Does anyone say "to your point" when answering 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.”
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.
NO Does the word "transformation" or "transformational" 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 speaker say "moving on" or "next question" themselves?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does any analyst identify themselves with a two-part introduction (name and firm)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the word "talent" appear at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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 MOMO 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.
We need answer only YES or NO. Need evaluate both gates. We need parse transcript. Need identify positive current development management highlights and analysts probe in Q&A. There are only 3 analyst questions: Thomas Chong asks about Tantan Q4/2022 outlook and paying users, and core Momo macro impact on live streaming/VAS. Daniel Chen asks about new apps (non-Momo/Tantan) user growth and monetization outlook. Tian Hou asks about Momo evolving with younger generation. So Q&A probes: Tantan outlook, core Momo macro, new apps, brand evolution. Management answers. Gate 1: Is there a positive current development in company's business that management presents as genuinely going well or stepping up right now, and Q&A produces more concrete operating detail than prepared remarks? Need see if any positive current development is probed and answers add new specifics. Prepared remarks highlight: Sochio outperformer, robust revenue growth, paying users +50% since beginning of year, ARPPU doubled. Also new apps bucket revenue almost tripled. Tantan user growth 8% from June, but below expectations. Core Momo live streaming softness. VAS growth. Sochio is positive current development. But do analysts probe Sochio? Daniel Chen asks about new apps including Sochio, Hertz, TuiTui. Management answers: "For the ROI oriented new apps, we mainly focused on the scale of paying users. Collectively, new app paying users count is around 5% of the core Momo's number. And the paying user count was up 40%-ish in October compared with at the beginning of the year. We have not included new apps paying user in the company's reported quarterly paying user number yet." Then "We expect ROI oriented apps such as Hudl, [indiscernible], Sochio to make meaningful incremental contribution to VAS next year. And in addition to the app we have already launched that have proven to be profitable, we have several other apps in the pipeline that we plan to roll out next year. Our goal in the coming three to five years is to have 10 or so apps..." This is somewhat additive? Prepared remarks already said Sochio paying users +50% and ARPPU doubled, revenue growth. Q&A adds collective new app paying users ~5% of core Momo, up 40% in October vs beginning of year, not included in reported paying users. That is concrete but is it "substantive" about operations? It gives scale and growth.
The task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. YES The transcript shows a clear positive current development in live streaming and user monetization. Prepared remarks mention growth in live streaming and paying users but lack specifics on concentration metrics.
NO Priced like the old business, running like a new one: management is redirecting the call away from the metric investors
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 analyze transcript for phenomenon. Need determine if management repeatedly redirects attention away from conventional yardstick to different part already earning, and indicates record not caught up. Let's parse. Company Hello Group (Momo) Q3 2021. Core business Momo and Tantan. Conventional yardstick likely total revenue, core Momo live streaming? Or overall group? Management discusses strategic priorities. They mention new apps: Sochio, etc. They say "In addition to the core Momo, we continue to advance our strategic priority of enriching our product portfolio and pushing the boundaries beyond Momo and Tantan. Amongst overseas-oriented projects, Sochio... has been an outperformer... Sochio continues to show steady improvement in retention and monetization potential. In Q3, we stepped up our marketing efforts, targeting high-value users. As a result, Sochio generated robust revenue growth, driven by both user base and ARPPU expansion. Number of paying users increased to 50% compared to at the beginning of the year and ARPPU more than doubled over the same period of time. We believe Sochio has a strong competitive advantage in the MENA area. Our plan is to continue to invest in its marketing channels as long as it remains on target for ROI. The goal is to form a self-sustaining commercial cycle so that the product can achieve rapid growth in both users and the revenues, at the same time, not hurt the bottomline of the company." Also "In addition to this early success in overseas development, [indiscernible] a voice-based social app primarily serving the [indiscernible] and [indiscernible] a video matchmaking application targeting lower-tier markets continue to progress well toward ROI target. Currently, we are still seeing lots of potential in video matchmaking category, especially in the lower-tier cities. Therefore, we are going to continue to invest in these new apps to drive growth, both in terms of users and in terms of revenue and profit." Later Q&A: "So my question is on our non-Momo and Tantan apps. So besides Momo and Tantan, we also have several new apps like Hertz and also TuiTui, Sochio, et cetera. Could management share some color on the user growth outlook and the modernization outlook for these new apps?" Management answers: "So for the ROI oriented new apps, we mainly focused on the scale of paying users.
NO Insulated through the downturn: acknowledged industry weakness, but the company's own results are protected by commitmen
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 both halves: management openly acknowledges weak/declining environment AND explains own results shielded by protections already in place. Let's parse. Management discusses macro headwinds, consumption softness, COVID resurge negative impact on dating sentiment. They acknowledge weakness in non-event-based daily growth since September due to macro headwind and consumption softness. Softness continued into October/November. They adjust operational plans. They mention macro factors may continue headwind for top spending. Also COVID resurge negative impact on dating sentiment. So first half yes: environment weak. Second half: Does management explain own results meaningfully shielded by protections already in place? Need identify concrete protections. They mention "contrary to the permanent rights to payout ratio structural changes to the incentive program, such as the ones we undertook a few quarters ago, the budget we set aside for Q4 events is highly elastic with moderate gross margin impact. We can easily scale it back when sentiment gets better." That's not protection. They mention "supply side of Momo live streaming ecosystem has been very stable since we made adjustments to payout ratio at beginning of year." That's not shielding from weakness. They mention "fundamentals of core Momo as a social platform are very solid. There's strong synergy and complement reality between live streaming and other social use cases on Momo. Live streaming plays a unique and indispensable role in helping high-paying users accumulate social capital. It is true that we had some consumption bubbles... after we took initiative to squeeze out bubbles in 2020, remaining part of business will continue to be solid and develop steadily as a social use case with high ARPPU." This is resilience talk, not concrete committed protection. They mention "we have gone through multiple rounds of macro level fluctuations since 2018. Team has plenty experience and well-established mechanism to navigate." That's not protection. Need see if they say own results are shielded by something like recurring demand, contracts, etc. They mention "recurring, non-deferrable, or mandated demand"? No. They mention "new bucket of standalone apps" growth? But that's not shielding from weakness; it's diversification. They mention "Sochio" etc.
NO Growing out of the old self: management itself says the company has quietly become a different business, and the numbers
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 is running on a different basis than its reported results and reputation were built on, with both halves: (1) change of basis already real, and (2) reported results/perception lag the change. Let's analyze the transcript. Management discusses several changes: - Core Momo: new UI for nearby people, resurrection model, product innovations. But this is more incremental. - Tantan: major strategic shift from driving paying conversion to lowering monetization to improve user experience. This is a change in how Tantan operates. They removed pay walls, misleading narratives, deemphasized live streaming. This is a change in basis for Tantan. - New apps: Sochio, etc., growing but still small scale. Also, there's mention of macro headwinds affecting live streaming, but that's not a change in basis. The key is management says: "the company you are grading is not quite the company we are now running." Do they say that? Look for statements about results not reflecting the change. For Tantan, they explain that the September product upgrade will have negative revenue impact in Q4, and they expect paying users to bottom out. They say "we believe they are absolutely the right thing to do for Tantan to get on to the right track in terms of user experience." They also say "our view on Tantan's monetization potential stays unchanged." This suggests a change in how they operate, but is it a different business? They are still doing dating and VAS, but with less aggressive monetization. However, the change is in the approach, not the fundamental business model. For the overall company, they have new apps, but those are small. The core Momo still operates as before. Management does not explicitly say "the reported results and outside perception lag the change." They do say for Tantan that the revenue impact will fall into Q4, and that they expect user growth next year, but that's more about guidance. Also, they mention "we have not included new apps paying user in the company's reported quarterly paying user number yet." That suggests perception lag for new apps. But the question is about the whole company. Is management conveying that the company as a whole is now running on a different basis? They talk about strategic priorities but it's still the same business. The phrase "different kind of business" is strong.
NO Torch passed to the next generation: the company's own replacement offering is now winning, while the old one still domi
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 describes new generation/successor of core offering, already being adopted now, while old still majority, central force reshaping company. Need only transcript. We need parse. Company Hello Group (Momo, Tantan). Q3 2021. Management discusses strategic priorities, product innovations, new apps, Tantan changes. Need identify if there is a "new generation or successor" of what it already sells — next version/platform/model etc intended to succeed current mainstay, real customers already choosing it now, transition early, older still most results. Potential candidates: - Tantan product changes: new version in September removed paywalls, replaced live streaming tab with entertainment page/chat room. Is that a successor? It's an upgrade of Tantan app, not necessarily new generation succeeding core offering. They say chat room fits better than live streaming, replaced live streaming tab with new entertainment page. But live streaming is a feature, not mainstay? Tantan's core is dating swipe/match. Chat room is new experience. They are diversifying beyond swipe. But not described as successor to core offering? Maybe "new product upgrade" with changes. Paying adoption? They say adjustments resulted in decrease in paying conversion and ARPPU, but membership renewal rate increased, retention improved. Not "customers choosing it now" in revenue sense. Also transition not central force? Hmm. - Core Momo: new interface for nearby people list using recommendation engine. Roll out gradually in Q4. Not yet fully, no paying adoption? It's product innovation to improve engagement. Not successor. - New standalone apps: Sochio, video matchmaking, etc. These are new products beyond Momo/Tantan, not succeeding core offering; they are portfolio expansion. Sochio overseas voice social, paying users increased 50%, ARPPU doubled. But not successor to core Momo; addresses overseas market, not replacing core. Management says goal enrich product portfolio and push boundaries beyond Momo and Tantan. Not "successor to current mainstay." - Tantan overseas expansion: Tantan surpassed Tinder in Indonesia in downloads/active users. Not successor to own core; geographic expansion. - Maybe "new bucket of stand-alone apps" growing 188%, paying users 5% of core Momo, expected meaningful contribution next year.
NO Richer on arrival: the business now flowing in carries better economics than the blend the numbers show
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES/NO based on transcript. Need determine if management conveys both halves: incoming business real and economically richer, and reported numbers lagging blend due to mix/ramp costs. Let's analyze transcript. Company Hello Group (Momo/Tantan). Q3 2021. Management discusses core Momo, Tantan, new apps (Sochio, etc.). Need see if they say new business arriving/ramping with better economics than blended results, and reported numbers understate because mix with older base or temporary costs. Key points: New bucket of stand-alone apps revenue grew 188% from Q3 last year. Sochio outperformer, revenue growth driven by user base and ARPPU expansion. Paying users increased 50% since beginning of year, ARPPU more than doubled. They plan to invest as long as ROI target. Goal self-sustaining commercial cycle. They say "new bucket made more meaningful contribution to VAS topline in Q3. Collectively, revenues almost tripled from year ago period. Growth driven by user and engagement growth because we are still keeping monetization at low level. With gradual improvement in ROI and steady ramp-up in users, we may consider raising monetization level next year." This suggests new apps are growing, but economics? They are ROI-oriented, profitable? They say "ROI oriented apps such as Hudl, [indiscernible], Sochio to make meaningful incremental contribution to VAS next year." Also "we have several other apps in pipeline." But is there indication that incoming business is economically better than existing blend? They mention "ROI oriented" and "profitable" maybe. But need compare to base. They say "new bucket" revenue growth, but not necessarily better margins. They mention "we are still keeping monetization at low level" so not yet rich? Actually they say ARPPU more than doubled for Sochio, but still low monetization. They may consider raising monetization next year. That implies current economics not yet fully realized, but improving. However question asks "business NOW ARRIVING OR RAMPING at the company carries BETTER ECONOMICS than the blended results being reported" and "reported numbers understate because mix with older lower-economics base or temporary costs." Need see if management says that. Also Tantan: They made product changes to improve user experience, reduced monetization, paying users down. They expect revenue impact in Q4, then pick up.
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 possesses, whose future use is largely within its own control, and management is actively deciding how and when to turn it into revenue. Let's analyze the transcript. The company is Hello Group (Momo). They have core Momo, Tantan, and new apps. The question is about a "second, largely unmonetized position" that is real and in hand, currently producing little or nothing, and management is working on converting it. Look for such a holding. The transcript mentions several things: Sochio (overseas voice-based social app), other new apps (Hudl, etc.), Tantan's user base, etc. But are these "largely unmonetized"? Sochio is generating revenue and growing. Tantan is being monetized but with reduced monetization. The new apps are being monetized but at low levels. The key phrase: "a second, largely unmonetized position — something real it holds today, beyond the business that is currently producing its results — whose future use is LARGELY WITHIN THE COMPANY'S OWN CONTROL to switch on." Management talks about new apps, overseas expansion, etc. But are they describing a dormant asset? For example, they mention "new bucket of stand-alone apps" that are growing but still low monetization. However, they are already generating revenue and are being actively developed. They are not "idle" or "producing little or nothing" in the sense of being dormant. They are in growth phase. Another possibility: Tantan's user base? But Tantan is a major part of the business, not a second position. What about the "new bucket" of apps? They say "revenues from the new bucket made more meaningful contribution to the VAS topline in Q3. Collectively, revenues almost tripled from the year ago period." So they are already monetizing, not dormant. The question asks for a "second, largely unmonetized position" that is "currently producing little or nothing." The transcript does not clearly identify such a holding. Management talks about future growth, but everything they mention is already being monetized or is in development. Also, the decision to monetize is largely within their control? They are actively working on it, but it's not a dormant asset. Consider the possibility of "overseas markets" or "Tantan's overseas expansion" - but that's not a holding, it's a market.
NO Betting on a claim they haven't proven yet: management stakes the company on a specific quantitative outcome it says 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 stakes the company's near-term future on ONE SPECIFIC, MEASURABLE PERFORMANCE CLAIM THAT HAS NOT YET BEEN PROVEN AT SCALE, and is already spending money as if true, with proof within a year. Let's analyze the transcript. Management discusses various things: core Momo user growth, Tantan user growth, new apps like Sochio, etc. They mention specific numbers: Tantan MAU growth, paying users, etc. But are they making a specific performance claim about a product/process that is unproven at scale? For example, they talk about Sochio's revenue growth, but that's not a specific performance claim about how well something will perform once fully running. They mention "chat room" features, but no specific performance metric. They also discuss Tantan's user growth target of over 20% but say it's too aggressive. They talk about product adjustments and expect improvements. But no specific measurable performance claim like "we expect this new feature to achieve X% retention" or "this new process will yield X units per day." They mention "new bucket of standalone apps" with paying users up 40% but that's not a specific performance claim about a single thing. The question asks: "does management stake the company's near-term future on ONE SPECIFIC, MEASURABLE PERFORMANCE CLAIM THAT HAS NOT YET BEEN PROVEN AT SCALE — a concrete assertion about what its product, asset, process, operation, or offering WILL ACTUALLY ACHIEVE when it is run in the real world (a rate, a yield, a level, a cost, a speed, a duration, a success rate, an output, a capacity, an efficiency, a result) — AND is management already spending the company's own money and capacity as though that claim were true, with the proof of it arriving within roughly the coming year?" Looking for a specific claim. For example, they might say "we expect this new feature to increase retention by X%." But they don't. They talk about "lab results" and "product experiments" but no specific numbers. They mention "chat room fits better" but no specific performance metric. They also discuss Tantan's user growth: "MAU in December could be flattish versus Q3" - that's a forecast, not a performance claim about a product. They mention "Sochio" with "paying users increased to 50% compared to at the beginning of the year and ARPPU more than doubled" - that's historical, not a future claim.
NO Call runs ahead of the accounts: the business management describes is already operating beyond the period it is reportin
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 analyze transcript. Need determine if management describes gap between trailing reported period and current level, with both halves. Let's parse. Earnings call Q3 2021. Management discusses results. Key: core Momo revenue up 7% YoY, Tantan down. They discuss strategic priorities, product changes. Need see if they describe current business already busier than print, and treat reported numbers as behind. Look for concrete operational happenings already real: new interface of nearby people rolled out? They made bold effort to change UI, intend to gradually roll out in Q4. So not yet fully. Sochio: stepped up marketing, generated robust revenue growth, paying users increased 50% since beginning of year, ARPPU doubled. That's current. New apps. Tantan: management changes, product adjustments released in September, impact in Q4. They say Q3 was difficult, user growth lower. They pushed marketing to next year. They describe product experiments with encouraging lab results, plan to push. Not yet. Question: "On this call, is there a clear gap — in management's own telling — between the TRAILING PERIOD BEING REPORTED and the LEVEL AT WHICH THE BUSINESS IS ALREADY OPERATING RIGHT NOW, such that management spends the call describing a company that has already moved beyond the results it is presenting?" Need answer YES if both halves. Management says Q3 was good, delivered solid results. They discuss Q3 results. They mention Q4 guidance lower. They mention macro headwinds. They don't seem to say current activity is above reported. They say Tantan's revenue impact from September upgrade falls into Q4, so Q4 will be worse. They say core Momo Q4 revenue similar growth, flattish. They mention new apps growing but not huge. They mention Sochio robust revenue growth but not in reported? Actually Q3 includes Sochio? They say in Q3 stepped up marketing, Sochio generated robust revenue growth. So that is in period. They mention new bucket revenue grew 188% from Q3 last year, included. They say "We expect revenue contribution from new bucket to continue to grow meaningfully" future. Not gap. Management treats reported numbers as behind? They say Tantan's paying users down due to product changes, but they believe necessary. They don't say current run-rate above print. They say Q4 Tantan revenue down mid-teens sequentially. So not.
NO Cost of being wrong just collapsed: the company can now try things it previously could not afford to attempt
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to answer YES or NO based on the transcript. The question asks: Does management convey that it has become dramatically cheaper, faster, or easier for the company to attempt a new thing than it used to be, so that the company is now taking swings it previously could not afford to take, AND does management indicate that the company is already taking several such swings right now, with at least one of them already showing real results? We need to look for evidence in the transcript. The transcript discusses various initiatives: Sochio (overseas voice-based social app), other new apps, Tantan's product changes, etc. Management talks about new product experiments, overseas expansion, etc. But does management explicitly convey a drop in the cost of attempting something new relative to the company's own past? Let's scan. Management mentions: "we continue to advance our strategic priority of enriching our product portfolio and pushing the boundaries beyond Momo and Tantan." They talk about Sochio, a voice-based social app targeting overseas market, which has been an outperformer. They say "Sochio continues to show steady improvement in retention and monetization potential. In Q3, we stepped up our marketing efforts, targeting high-value users. As a result, Sochio generated robust revenue growth, driven by both user base and ARPPU expansion. Number of paying users increased to 50% compared to at the beginning of the year and ARPPU more than doubled over the same period of time." That shows results. But does management convey that it has become dramatically cheaper/faster/easier to attempt new things? They talk about "new bucket of standalone apps" and "we have several other apps in the pipeline that we plan to roll out next year." They also mention "Our goal in the coming three to five years is to have 10 or so apps that are not only can be profitable, but also can be dominant in specific niche markets." That suggests they are scaling up attempts. But is there a specific statement about the cost of attempting something new having fallen? For example, they might say that they can now test things quickly, or that development cycles have shortened, or that they can launch multiple apps with low marginal cost. I don't see such a statement. They talk about "product experiments" and "rapid iteration" but not necessarily about a step-change in cost.
NO Cash cost of the wait: management is funding a defined waiting period whose end is already scheduled
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to answer YES or NO based on the transcript. The question asks: does management describe the company as currently living through a defined waiting period it is paying for out of its own pocket, with a specific near-dated event at the end, and that this is the main current work? Let's analyze the transcript. Management discusses several things: core Momo, Tantan, new apps. The key candidate is Tantan. They talk about product changes, user growth, monetization. They mention that they have been investing in product improvements, and that they expect paying users to bottom out in Q4 and pick up next year. They also mention that they are spending on marketing, but they are being conservative. They also mention that they are investing in new apps like Sochio, which is growing. But the question is about a defined waiting period where the company is paying now for something not yet earning, and the end is a specific near-dated event. Let's see if management frames it that way. For Tantan: They made product changes that reduced revenue and paying users. They say these changes are necessary to improve user experience, and they expect renewal rates to improve, and paying users to pick up next year. They also say that the negative impact from September product upgrade will fall into Q4, and then both numbers should pick up next year. So they are bearing a cost (reduced revenue) now, but that is not a cost they are paying out of pocket; it's a revenue sacrifice. The question says "paying for out of its own pocket" meaning real ongoing cash or earnings cost. That could be interpreted as reduced revenue, but more likely it's about expenses like hiring, building, etc. They also mention that they are investing in new apps, but those are already generating revenue. Another candidate: They mention that they are investing in marketing for Sochio, but that's already generating revenue. The question specifically asks: "does management describe the company as CURRENTLY LIVING THROUGH A DEFINED WAITING PERIOD IT IS PAYING FOR OUT OF ITS OWN POCKET — that is, does management convey that the company is presently carrying real, ongoing cash or earnings cost for something whose benefit has not arrived yet, AND that the end of that waiting period is a specific, near-dated event the company can already see and is already working toward?" Look at the transcript.
NO The company is preparing for a much bigger version of itself: internal capacity being stood up ahead of the business tha
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer yes/no based on transcript. Need determine if management describes currently putting in place internal capability to operate as much larger company, building ahead of business. Need only transcript. Let's analyze. Question asks: "Using ONLY supplied earnings call transcript and no outside information: On this call, does management describe that the company is CURRENTLY PUTTING IN PLACE THE INTERNAL CAPABILITY TO OPERATE AS A MUCH LARGER COMPANY THAN IT IS TODAY — building out the people, capacity, systems, facilities, or organizational structure sized for a substantially bigger business — BEFORE the business that would fill that capability has fully arrived, and does management convey that this build-out is being done deliberately in anticipation of business it expects to serve rather than in response to business it already cannot handle?" Need answer YES if management's own words convey one coherent posture: investing ahead of current size, constructing shell of bigger enterprise now because believes business to fill it is coming. Need real and in motion, ahead of business. Let's examine transcript. Management discusses Q3 2021. Key topics: core Momo, Tantan, new apps. They mention Tantan management changes, team assembly delayed until October. "It turned out that it was not until October did we fully assemble the new management and execution team at Tantan. As a result, some of the key projects on the product and marketing front got pushed from Q3 into Q4..." This is about filling key positions, but is it building capability for much larger company? They are assembling team to execute product/user growth. But is that "ahead of business"? They had expected fully functioning leadership team by July, but delayed. They are putting in place team to lead product and user growth efforts. However, is this capability sized for substantially bigger business? Maybe not. They are filling key positions after management changes, not necessarily building for larger scale. They also mention new apps, overseas expansion, Sochio, etc. They are investing in marketing, product innovation. But question specifically about internal capability to operate as much larger company—people, capacity, systems, facilities, organizational structure sized for substantially bigger business before business arrives. Does management convey that? Let's search.
NO Sunk cost, unsold output: the productive capacity already exists and is only partly claimed
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer yes/no based on transcript. Need determine if management describes productive capability currently larger than business using, already exists/paid for, filling it is live task. Need parse. Transcript: Hello Group (Momo/Tantan). Need identify any statement about existing capacity/headroom. They discuss product portfolio, new apps, Tantan, live streaming, VAS. "We have already bought the machine and looking for work" maybe? Let's examine. Question asks: "does management describe that the company's PRODUCTIVE CAPABILITY IS CURRENTLY LARGER THAN WHAT ITS BUSINESS IS USING — that is, does management convey that the company already possesses, owns, controls, or has paid for the means to serve, produce, or deliver materially MORE than it is presently serving, producing, or delivering, and that filling the unused portion is what management is now working on?" Need answer YES if management's own words convey one coherent condition present today: real already-existing headroom inside company, management pointing at it. Examples: technology platform, library, catalog, or capability already built that can carry far more volume than currently runs through it. Management should convey both capability already exists and paid for/in place (not being built, planned, contingent) and filling it is live present task. Need inspect transcript for such. There are mentions of "new bucket of stand-alone apps" with low monetization, "we are still keeping the monetization at low level. With gradual improvement in ROI and steady ramp-up in users, we may consider raising monetization level next year for some of the more mature apps." This is about existing apps with user base but low monetization? Could be "capability" not exactly. Also Tantan has "monetization potential" but not currently using? They say "our view on Tantan's monetization potential stays unchanged. Young people today are much more willing to pay... To fully unleash that monetization potential, we need to go beyond currently dominant membership subscription model and gradually add pay-per-use model. We also need to evolve our value added services..." This is potential, not existing capacity. Also "Sochio... generated robust revenue growth... plan to continue invest... goal to form self-sustaining commercial cycle..." Not capacity. "Core Momo live broadcasting... structural reform...
NO Committed step-up ahead: secured business will make the company meaningfully bigger within the coming year
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES/NO. Need evaluate based on transcript. Need determine if management describes specific body of future business counterparties already committed, material, near-term. Let's parse. Question asks: "Using ONLY supplied earnings call transcript... On this call, does management describe a SPECIFIC body of future business that counterparties have ALREADY COMMITTED to the company — such as signed contracts, awarded programs, firm orders, a swelling order book, a won customer relationship now ramping, or a new facility, product, or capacity entering service with committed demand attached — that is (a) already secured or already beginning rather than merely hoped for, pipeline, or under negotiation, (b) large enough relative to company's current size that management treats delivering it as making company meaningfully bigger than recent results show, and (c) expected to convert into actual revenue or activity beginning within roughly next year, with management discussing how company is preparing to or already starting to deliver it? Answer YES when all three elements come through in management's own words as one coherent situation... Answer NO if forward story rests on demand strength, market opportunity, pipeline, bids outstanding, or deals still being negotiated rather than business actually committed; NO if secured business is routine in size, flat/declining, normal backlog; NO if distant, undated, contingent; NO if management chiefly explaining delays/cancellations/problems; NO if step-up described only by analyst and not affirmed by management." We need inspect transcript. It's earnings call for Hello Group (Momo) Q3 2021. Management discusses results, strategies. Any mention of committed future business? They discuss new apps, Sochio, Tantan, live streaming, VAS. But no specific contracts/orders. They discuss product launches, marketing plans, revenue guidance. "We have several other apps in pipeline that we plan to roll out next year." "Our goal in coming three to five years is to have 10 or so apps..." That's pipeline/plans, not committed. "Sochio generated robust revenue growth... plan to continue invest... goal self-sustaining commercial cycle." Not committed demand. "Tantan overseas expansion... launched live streaming in Indonesia... surpassed Tinder... will increase marketing spend according to ROI." Not committed.
NO Strong facts, held-back story: management reports concrete strengthening but deliberately keeps expectations below 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 both reports concrete, already-occurring strength in the business AND visibly holds the story back from that strength. Let's analyze the transcript. First, what strength is reported? The Q3 results: total revenue RMB3.76 billion, flattish YoY, up 2% QoQ. Core business revenue up 7% YoY, first time positive since pandemic. Adjusted operating income for core Momo RMB750 million, 103% profit margin? Actually that seems like a typo, but anyway. Tantan revenue down, but that's not strength. So the strength is in core Momo: revenue growth, user metrics? Core Momo MAU 115.5 million, up 2% YoY, flattish QoQ. Paying users 9.3 million vs 9.0 million a year ago, flattish sequentially. So not huge growth but positive. Also, they mention Sochio, overseas app, strong growth: paying users up 50% from beginning of year, ARPPU more than doubled. That's concrete strength. Also, they mention new apps revenue almost tripled from year ago. So there is some strength: core Momo revenue growth, Sochio growth, new apps growth. Now, does management hold the story back? Look for statements where they deliberately keep expectations modest despite reported strength. For example, on core Momo: they say "we believe we will be able to end this year with a slight increase in the overall MAU against last year and more importantly, on an overall flattish marketing spend." That's modest. On Tantan: they say user growth target of over 20% seems too aggressive, now expect flattish MAU in December vs Q3. That's holding back. On live streaming: they mention macro headwinds, softness in non-event days, and they plan to invest in events, but they caution about macro. They say "we adjusted our operational plans to better adapt to the current environment." They also say "we believe the macro factors may continue to be a headwind for the top spending in the near term." So they are cautious. On VAS: they say growth driven by gamified features, but they also mention they are keeping monetization low for new apps, may consider raising next year. On Tantan: they say they are removing aggressive pay walls, which hurts revenue, but they believe it's right for user experience. They also say paying conversion could be under pressure. So overall, management is cautious, emphasizing macro headwinds, execution challenges, and they are not raising guidance.
NO Analysts still asking about the old story while management keeps pointing to a new driver already producing
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 mismatch between analysts' questions and management's redirection to newer driver with concrete current evidence. Let's parse. Analysts questions: 1 Thomas Chong: Tantan Q4/2022 outlook user revenue profit, paying users bottom; core Momo macro effect on live streaming and VAS. 2 Daniel Chen: non-Momo/Tantan new apps (Hertz, TuiTui, Sochio) user growth and monetization outlook. 3 Tian Hou: Momo old, how evolve to younger generation, maintain leadership. Management answers: - First answer: Tantan product/marketing delays, user growth target too aggressive, Q4 MAU flattish. Then revenue/paying users bottom Q4, pick up next year. Then live streaming macro, but don't worry; core Momo fundamentals, live streaming unique role. Then VAS growth from product innovation and new standalone apps especially overseas with strong growth momentum. - Second answer: ROI oriented new apps, paying users count around 5% of core Momo, up 40% in October vs beginning of year. Expect ROI apps make meaningful incremental contribution to VAS next year. Goal 10 apps. - Third answer: Momo/Tantan advantages, dating fundamental, Tantan biggest. Question asks: Is there clear MISMATCH between what analysts keep asking about and what management keeps pointing to — questions remain focused on OLDER, ESTABLISHED concern/storyline (weak/declining legacy business, past losses/missteps, macro, core business) while management repeatedly redirects attention to DIFFERENT, IDENTIFIABLE part of business that says ALREADY producing real results today — and does management back with concrete current evidence rather than hope? Need decide. Analysts' questions: Thomas asks about Tantan (legacy? actually Tantan is established but troubled) and core Momo macro. Daniel asks about new apps (Sochio etc) — that's the newer driver. Tian asks about Momo aging. So not all analysts focused on old; one explicitly asks new apps. Management in answers: first answer mostly Tantan and core Momo, not redirect to new apps except mention new bucket. Second answer directly new apps with concrete evidence: paying users count ~5% of core Momo, up 40% in October vs beginning of year, expect contribution next year. But is that "already producing real results today"? Yes, paying users count, up 40%. But management also says "expect" future.
NO Reordering the pecking order: management describes the company winning on a stage where it used to be too small to play
Original model output from the research archive. It may be verbose or include the model's working notes.
我们根据要求,只使用提供的财报电话会议记录。问题:管理层是否描述公司现在正在竞争并赢得以前高于其水平的市场层级——即,公司最近开始被视为在以前会流向更大、更成熟或更根深蒂固的参与者的情境、对手或业务中的合法竞争者,并且这已经在当前时期产生了实际结果? 需要寻找:管理层明确表示公司地位提升了一个层级,并且这种提升已经体现在实际赢得的业务中,且是早期的。 阅读记录:主要讨论核心Momo和Tantan。关于新应用如Sochio,提到“Sochio, a voice-based social app targeting overseas market has been an outperformer... Sochio continues to show steady improvement in retention and monetization potential. In Q3, we stepped up our marketing efforts, targeting high-value users. As a result, Sochio generated robust revenue growth, driven by both user base and ARPPU expansion. Number of paying users increased to 50% compared to at the beginning of the year and ARPPU more than doubled over the same period of time. We believe Sochio has a strong competitive advantage in the MENA area. Our plan is to continue to invest in its marketing channels as long as it remains on target for ROI. The goal is to form a self-sustaining commercial cycle so that the product can achieve rapid growth in both users and the revenues, at the same time, not hurt the bottomline of the company.” 这描述的是增长,但没有明确说它进入了以前无法进入的更高层级市场。它说在MENA有竞争优势,但未提及与更大对手竞争或赢得以前不会有的业务。 关于Tantan的海外扩张:“we have already launched live streaming in Indonesia and ROI for channel marketing has been improving steadily. And Tantan has surpassed Tinder in Indonesia in terms of app download and active user base since July.” 这里提到Tantan在印尼超过了Tinder,这可能是与更大对手竞争并获胜。但这是否是“层级提升”?Tantan之前可能也在海外运营,但这里说“resumed our pursuit of opportunities beyond China market since we took over Tantan's execution.” 可能之前有尝试,但现在是重新开始。但“surpassed Tinder”表明在印尼市场超过了主要竞争对手,这可能是新进入的层级。但管理层是否明确表示这是“以前无法进入的”?没有明确说。而且这是否是“早期”?提到“since July”,是最近。 但整体上,管理层没有明确说“我们以前不能与这些大公司竞争,现在可以了”。他们只是报告了增长和超越。此外,关于核心Momo,没有提到层级提升。 问题要求:管理层自己的话中传达了一个连贯的发展:公司的市场地位上升了一个层级,并且这种提升已经体现在实际赢得的业务中。这里可能只有Tantan在印尼超越Tinder是一个例子,但管理层是否将其视为“层级提升”?他们提到“Tantan has surpassed Tinder in Indonesia in terms of app download and active user base since July.” 这确实表明在印尼市场,Tantan现在领先于Tinder,而Tinder是更大的国际玩家。但这是否是“以前无法进入的”?可能之前Tantan在印尼也有业务,但可能规模较小。管理层说“made a pretty successful foray back to Indonesia, which was one of the major markets that Wang Li's core team made their footprint on back in 2019.” 所以之前有足迹,现在重新进入。但“surpassed Tinder”是实际结果。然而,这是否是“层级提升”?可能算是,但管理层没有明确说“我们以前不能与Tinder竞争,现在可以了”。他们只是说超越了。 另外,关于Sochio,没有提到与更大对手竞争。 整体上,管理层没有明确描述一个“层级提升”的叙事。他们更多是在报告增长和进展。没有提到“以前被排除在外”或“现在被邀请”等。 因此,答案应为NO。
NO Upside surprise with durable, still-building causes
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to answer YES or NO based on the transcript. The question asks: Does management describe a clear positive step-up in the business in the just-reported period (Q3 2021) that came in meaningfully stronger than the company's own recent norm or prior expectations, AND does management attribute that strength mainly to durable, company-specific causes that are still in effect and still building? Let's analyze the transcript. The call is for Q3 2021 results. Management discusses various aspects. First, overall revenue: "total revenue at the group level was RMB3.76 billion, flattish year-over-year and up 2% quarter-over-quarter." So not a strong step-up overall. But they mention core business: "For the core business, total revenue was RMB3.25 billion, up 7% from Q3 last year. I am glad to see that for the first time after the pandemic struck the core was able to turn year-over-year positive on topline." So core revenue turned positive year-over-year, but that's a recovery, not necessarily a step-up above norm. They also mention Tantan revenue declined. They talk about user growth: core Momo MAU up 2% year-on-year, flattish sequentially. Paying users flattish. So not a step-up. They mention some product changes: "we made a bold effort to change the user interface of our key feature nearby people list... The number of responses from female users grew meaningfully, driving a significant increase in the number of core interactions, which in turn enhance the retention and engagement level." That sounds like a positive development, but is it a step-up in overall business? They say they intend to roll out in Q4, so it's not yet fully realized. They talk about Sochio: "Sochio continues to show steady improvement in retention and monetization potential. In Q3, we stepped up our marketing efforts... Sochio generated robust revenue growth, driven by both user base and ARPPU expansion. Number of paying users increased to 50% compared to at the beginning of the year and ARPPU more than doubled over the same period of time." That is a strong step-up for Sochio, but it's a smaller app. They also mention other new apps. But overall, the group's revenue was flattish. The core business turned positive year-over-year, but that's a recovery from pandemic, not necessarily a step-up above norm. They also mention macro headwinds affecting live streaming.
Showing the latest 18 of 232 archived research questions.
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MOMO call history
Open a quarter only when you want its detailed evidence.
D Q4 2025 · Weak call · 2026-06-02Management lowered guidance against mixed demand signals. The delivery was unusually candid, rich in specifics.
C+ Q1 2025 · Mixed call · 2025-06-05Management held guidance steady against mixed demand signals and contracting margins. The delivery was unusually candid, rich in specifics.
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C Q4 2024 · Caution · 2025-03-12Management lowered guidance against slowing demand and contracting margins. The delivery was unusually candid, rich in specifics.
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D Q3 2024 · Weak call · 2024-12-09Management lowered guidance against slowing demand and contracting margins. The delivery was unusually candid, rich in specifics.
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F Q2 2024 · Very weak call · 2024-09-03Management lowered guidance against slowing demand and contracting margins. The delivery was unusually candid, rich in specifics.
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D Q1 2024 · Weak call · 2024-05-28Management held guidance steady against slowing demand and expanding margins. The delivery was unusually candid, rich in specifics.
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D Q4 2023 · Weak call · 2024-03-14Management lowered guidance against slowing demand and expanding margins. The delivery was unusually candid, rich in specifics.
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View 32 earlier calls
| Call | Date | Grade | Guidance | Demand | Margins | Candor | Evasion |
|---|---|---|---|---|---|---|---|
| Q3 2023 | 2023-12-08 | C | lowered | slowing | expanding | 7/9 | 3/9 |
| Q2 2023 | 2023-08-31 | D | lowered | slowing | expanding | 7/9 | 3/9 |
| Q1 2023 | 2023-06-06 | B | maintained | mixed | expanding | 7/9 | 2/9 |
| Q4 2022 | 2023-03-16 | C+ | none | mixed | expanding | 7/9 | 2/9 |
| Q3 2022 | 2022-12-08 | C | maintained | slowing | expanding | 7/9 | 3/9 |
| Q2 2022 | 2022-09-01 | C | lowered | slowing | stable | 8/9 | 2/9 |
| Q1 2022 | 2022-06-07 | D | lowered | slowing | contracting | 7/9 | 2/9 |
| Q4 2021 | 2022-03-24 | D | lowered | slowing | contracting | 7/9 | 2/9 |
| Q3 2021 | 2021-11-30 | D | lowered | mixed | contracting | 8/9 | 2/9 |
| Q2 2021 | 2021-08-26 | D | maintained | mixed | contracting | 7/9 | 2/9 |
| Q1 2021 | 2021-06-08 | D | lowered | mixed | contracting | 8/9 | 2/9 |
| Q4 2020 | 2021-03-25 | C | maintained | mixed | contracting | 7/9 | 2/9 |
| Q3 2020 | 2020-12-01 | C | lowered | mixed | contracting | 8/9 | 2/9 |
| Q2 2020 | 2020-09-03 | C | lowered | mixed | contracting | 8/9 | 2/9 |
| Q1 2020 | 2020-05-28 | C | maintained | mixed | contracting | 7/9 | 3/9 |
| Q4 2019 | 2020-03-19 | D | lowered | slowing | contracting | 7/9 | 2/9 |
| Q3 2019 | 2019-11-26 | B | raised | stable | expanding | 6/9 | 3/9 |
| Q2 2019 | 2019-08-27 | B+ | raised | accelerating | expanding | 7/9 | 2/9 |
| Q1 2019 | 2019-05-28 | C | lowered | mixed | expanding | 8/9 | 2/9 |
| Q4 2018 | 2019-03-12 | C+ | maintained | mixed | stable | 7/9 | 2/9 |
| Q3 2018 | 2018-12-06 | C | maintained | slowing | contracting | 7/9 | 3/9 |
| Q2 2018 | 2018-08-22 | A | raised | accelerating | contracting | 7/9 | 3/9 |
| Q1 2018 | 2018-05-29 | C+ | raised | accelerating | expanding | 5/9 | 3/9 |
| Q4 2017 | 2018-03-07 | B | raised | accelerating | stable | 6/9 | 3/9 |
| Q3 2017 | 2017-11-28 | B+ | raised | stable | contracting | 7/9 | 3/9 |
| Q2 2017 | 2017-08-22 | B+ | raised | accelerating | expanding | 7/9 | 2/9 |
| Q1 2017 | 2017-05-23 | B+ | raised | accelerating | contracting | 7/9 | 3/9 |
| Q4 2016 | 2017-03-07 | B+ | none | accelerating | expanding | 7/9 | 1/9 |
| Q3 2016 | 2016-11-08 | B+ | raised | accelerating | expanding | 7/9 | 3/9 |
| Q2 2016 | 2016-08-16 | C+ | none | accelerating | expanding | 6/9 | 3/9 |
| Q1 2016 | 2016-05-17 | C | none | accelerating | contracting | 6/9 | 2/9 |
| Q4 2015 | 2016-03-15 | C | none | mixed | expanding | 7/9 | 3/9 |