We need answer YES/NO. Need evaluate if management conveys that it now costs materially less effort/money to win and serve each new unit of business than used to, already realized, not just cost cuts. Need parse transcript. We need decide. Let's read carefully. Earnings call. Management discusses revenue decline, cost discipline, adjusted EBITDA, investments. Initiatives to return growth: sales/marketing execution, account management, customer success, product innovation. They mention "renewed emphasis on solution selling", "develop team that calls on agencies after initial sales engagement to form these accounts, to add more clients, and to expand use of platform by existing agency clients." "greater investments in marketing, thought leadership and other lead-generation activities" - not cheaper. Customer success reorganized service delivery teams to provide single point of contact, cross train members on search and social. This could be efficiency? But not described as cost per customer down. It's about retention/growth. Product innovation: bidding enhancements, social media plan, etc. Next gen infrastructure. "This investment, which has taken longer than we had originally estimated, provides Marin with a state-of-the-art architecture on which we can innovate for years to come. We look forward to delivering more customer facing functionality built on this infrastructure. We are deploying this functionality using a hybrid approach to enable more benefits to flow to our customers sooner. The bidding enhancements I highlighted earlier leverage this investment. Additionally, beginning this quarter, we will begin to invite certain customers to participate in what we are calling our platform data program, so that they can use more of this new functionality, including improved data loading, application speed and scale handling. This infrastructure, which will run side by side with our existing platform and be seamlessly accessible by our customers also will enable Marin to innovate more rapidly by leveraging the micro service architecture of our platform data investment." This is about product infrastructure, not cost to win/serve customers. Maybe "scale handling" but not cost. Need answer NO because no mention of customer acquisition cost declining, sales cycles shorter, same sales force producing more, onboarding cheaper, support cost per account dropped, etc.
Marin Software Incorporated
The call grade, management's tone measured against 177,437 other calls, what changed since the quarter before, and every one of the 500 checks.
This is the current report. Unlock its call read, expected move size, and all 500 answers.
- Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page?
- Does anyone say "in terms of" at least twice?
- Does the phrase "in terms of" appear at least twice?
- Does the word "guidance" appear at least three times?
29 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
Q2 2024 · 500 checks
Every answer is below. Open any check to see what its YES or NO means.
NO Does an executive answer a question by describing a process rather than an outcome?
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 the executive answers with a question back to the analyst?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone compare the company to an unnamed "competitor" or "peer" rather than naming it?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use "historically" or "traditionally" while defending a current practice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is a departure, transition, or role change mentioned only in passing without a thank-you or tribute?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone reference a private conversation ("as I told...", "as we discussed offline")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the phrase "next question" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question spanning more than five sentences?
The 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 multiple sub-questions (three or more)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO answer a question personally after another executive initially responds?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "if you look at" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst preface a question by summarizing the company's stated 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 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.”
NO Is the word "scale" or "scaling" used as a verb?
The 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 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.”
YES Does the word "outperform," "outperformance," or "beat" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does anyone say "the environment" when describing market conditions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive use the 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.”
NO Does any speaker say "moving to" or "turning to" when changing topics?
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 "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.
NO Does any speaker say "operator" aloud 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 anyone repeat the same stock phrase 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 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.
NO Is there a request to move the call along or to the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive answer a question with another question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive mention the weather?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe a negotiation currently in progress?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive describe a competitor with anything resembling respect?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator announce more than ten questioners in the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does any executive's first sentence include the word "revenue"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst use the word "clarification" or "clarify" in a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question contain the phrase "color on" or "some color"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator use the phrase "our final question" before closing?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "let me" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "aggressive" or "aggressively" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question referencing "the puts and takes"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "to be clear"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's question include a compliment followed by "but"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO use the word "sequential" or "sequentially" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "with that" 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 "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.”
YES Does the word "journey" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "growth" appear at least ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "a couple of"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask about capital allocation 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.”
NO Does management use the word "confident" or "confidence" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does any analyst mention a specific percentage figure in their question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "quarter" appear in at least ten questions or answers during the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does at least one analyst ask a question about margins or costs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO answer the majority of analyst questions personally?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question phrased as "Can you talk about" or "Can you speak to"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO speak during the Q&A portion at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question reference a specific quarter (e.g., "fourth quarter") by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator interrupt the Q&A to announce time is limited or that this will be the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question beginning with "just" (e.g., "just curious")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask about a specific dollar amount or number stated in the prepared remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question begin with the words "can you" or "could you"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive use the phrase "if you look at" during the Q&A?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO answer at least one question without the CEO speaking first?
The 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 an explicit comparison to a competitor company?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "moving on" or "next question" come from the operator?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask about capital allocation (capex, buybacks, M&A, or dividends) in one question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "color" appear (e.g., "add some color") in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear at least five times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question contain the word "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "I think" at least three times within a single answer?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does any executive's answer exceed 300 words in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the transcript contain the word "margin" more than ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive begin an answer with "So" as the first word?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "if I may" or "if I could" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive say "let me" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any question contain the word "specifically"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does management mention "margin" or "margins" 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 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.
NO Does any executive say "that said" or "having said that" to introduce a caveat?
The 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 "going forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "great question" at any point?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we remain confident" or "we are confident"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "thank you" immediately after finishing an answer?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive cite a specific dollar figure greater than one billion?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's question contain the word "curious"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst reference a specific prior quarter by name (e.g., "last quarter")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "obviously" two or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does any analyst ask about a specific geographic region or market?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question that includes the phrase "long term" or "long-term"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "margin" or "margins" 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 "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.”
NO Does anyone say "thank you" three or more times 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 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.”
NO Does any executive use the word "momentum"?
The 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 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.”
NO Does any analyst introduce themselves by name before asking their first question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "including" at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does any executive reference "our team" or "the team" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the 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.”
NO Does anyone say "thank you" at least ten times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive use the phrase "if you look at" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst begin their question with "Hi" or "Hello" as a greeting?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does management use the word "headwind" or "headwinds"?
The 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 "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 any speaker use the word "momentum"?
The 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 "investments" appear in the context of margins or costs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does 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.”
NO Does the word "efficiency" or "productivity" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst 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.”
YES Does management use the word "committed" regarding a target?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "temporary" or "transitory" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does anyone say "thank you" at least ten times across the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "thank you for taking my question" or "thanks for taking my question" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the CFO present in both the prepared remarks and the Q&A portion 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 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.”
YES Does the CEO's prepared remarks contain the word "team" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does any speaker use the phrase "moving on" or "with that" to transition between topics?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
NO First-person singular ("I believe," "I think") used more by the CFO than the CEO.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO A single question receives answers from two different executives.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO A hedge word ("maybe," "sort of") appears inside a direct quantitative claim.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "obviously"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "guidance" appear in both prepared remarks and the Q&A section?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive defer a question to another executive by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Someone uses the word "honestly," "frankly," or "to be clear."
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the word "ecosystem" or "platform" without a number attached?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the transcript contain the word "certainly" three or more times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does a speaker say "let me" 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 The transcript contains an apology unrelated to financial results.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO The word "challenge" is spoken more often than "opportunity."
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "seasonality" or "seasonal" 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 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.”
NO Does anyone say "we remain" followed by a verb (e.g., "we remain committed")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive cite a 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.”
NO Does any question mention a specific percentage or dollar figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Are there more than ten analyst questions in total?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator use the phrase "our next question comes from" more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Are the CEO's prepared remarks longer than the CFO's, judged by speaker turns on the transcript page?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management say "we are not going to comment on" or equivalent refusal language?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive corrects an analyst's premise.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared section exceed the CEO's in number of paragraphs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO personally answer more than half of the analyst questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst mention the word "margin" in their first question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive uses the word "excited" more than twice.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a multi-part question containing three or more distinct questions?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "guidance" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does any analyst ask a two-part question signaled by "and also" or "and secondly"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does an executive say "we said" when recalling prior statements?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the word "headwind" or "tailwind" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "synergies" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst address a question to two or more executives by name?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "capital" appear at least five times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "we feel" rather than "we believe" or "we think"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "capital" appear in at least three different speakers' turns?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
YES Does anyone use the word "leverage" (financial or metaphorical)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.
YES Does the word "uncertainty" or "uncertainties" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does the phrase "year over year" appear at least three times?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
YES Does management use the word "leverage" or "leveraging" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Currency headwinds mentioned unprompted.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the phrase "a number of" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the phrase "the team" appear at least twice in management 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 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.”
NO Does the CFO use the word "quarter" at least ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
NO Does the word "macro" or "macroeconomic" appear at least twice in the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the word "typically" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive state they will "come back to" a question or follow up later?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does any speaker use the phrase "going forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the phrase "going forward" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "stability" or "stable" when describing demand?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Word "normal" used about demand.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive say "stay tuned" or "more to come"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management describe a cost program, restructuring, or efficiency initiative by a proper name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CFO's prepared section mention interest expense by name or figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "volatility" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Executive mentions a hobby or personal anecdote.
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does any speaker say "we remain" followed by an adjective?
The 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 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.”
YES Is the word "flexibility" or "flexible" used at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
YES Does anyone say "moving on" or "let me turn it over" during prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an analyst ask a question starting with "just"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "headwind" or "headwinds" more than once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst use the phrase "to clarify"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive use the phrase "year over year" 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 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.”
YES Does anyone mention a competitor by name without being prompted?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there a question that management declines to answer directly, citing timing or disclosure constraints?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any question explicitly reference the company's prior guidance or outlook?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "next question" or does the operator use the word "final" before the last question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "invest" or "investment" appear at least five times in the transcript?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the CFO handle a strategic question instead of a financial one?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does an analyst ask two questions when told to ask only one?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "underlying" to modify a business metric?
The 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 "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.”
YES Does the word "guidance" appear in the prepared remarks (not just Q&A)?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is the word "margin" used with a number attached (e.g., "400 basis points")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript contain the word "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.”
NO Does the word "macro" or "macroeconomic" appear in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenges" appear more than once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CEO begin an answer with "look" or "listen"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "inflation" appear anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a pause or silence acknowledged on the call ("I think we lost you")?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does an executive name a specific competitor during the call?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "challenges" appear at least three times in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we don't break that out" in response to a question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe a metric as "noisy" or "lumpy"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive mention a specific number of percentage points when discussing market share?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does a speaker correct a figure they themselves just stated?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CEO refer to a competitor by name rather than "competition" or "peers"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does anyone use the phrase "the team" when taking ownership would be natural?
The 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 blame weather, holidays, or calendar quirks unprompted?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Is the CFO the speaker for at least one analyst question?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the word "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.
NO Does the word "challenge" or "challenging" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone describe cutting discretionary spending like travel or hiring?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "year over year" appear?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the word "liquidity" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the transcript mention refinancing, maturity dates, or debt coming due?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention selling assets, real estate, or equipment to raise cash?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone reference "the macro" or "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 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.”
YES Does the word "cost" appear in the first ten sentences of prepared remarks?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does an executive say "we remain confident" or similar?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone mention covenants, amendments to loan documents, or lender conversations?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone say "with that" or "that said" to pivot?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "core" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst's turn contain the word "congratulations"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst ask a question containing "how" and also "why"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does any executive say "as we mentioned" or "as I mentioned" at least once?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Are there more than eight analyst questioners?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's question include a percentage figure?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst's question contain the word "guidance"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the CFO's prepared remarks exceed 1,000 words?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker say "if you look at"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does an executive state a specific numeric percentage 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 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.”
NO Does the phrase "thank you" appear more than ten times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an analyst ask a question containing the word "margin"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does management use the word "guidance" at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "thank you" appear at least ten times anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the word "challenge" or "challenging" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "opportunity" or "opportunities" appear more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there a villain—market conditions, regulation, currency—that behaves consistently across the call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the 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.
NO Does any single analyst ask more than two questions during the whole call?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the phrase "on a year-over-year basis" or "year over year" appear at least twice?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does the word "margin" 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 Is the word "confidence" or "confident" spoken by any executive?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the phrase "call it" or "let's call it" before an estimate?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the phrase "going forward" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "coming back" or "circling back" to take a follow-up?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "inflation" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive say "we believe" 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 phrase "going forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone use the word "robust"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the phrase "if you will" or "so to speak"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
YES Does any executive say "we're pleased" or "I'm pleased"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Is there a moment of modesty—someone crediting luck or timing?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does anyone use the phrase "on a year-over-year basis"?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
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.”
NO Does management refer to a prior call or prior quarter's commentary when answering?
The 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 "actually" at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any executive begin an answer with "Look," or "So,"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenging" or "challenges" appear at least three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the word "tailwind" or "headwind" 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 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.”
NO Are there more questions about revenue than about costs?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "challenging" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does management use the word "headwinds" 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 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.”
NO Does anyone attribute results to "the team" rather than to strategy?
The 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 "going forward"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any analyst begin their question with "congratulations"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does a speaker say "normal" or "normalized" about conditions that predate any disruption mentioned?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "momentum" used without a stated metric attached to 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 the word "macro" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does management use the word "solid" at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is there an analogy to a machine, engine, or flywheel?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "visibility" 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 Is the phrase "base case" or "scenario" used at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does anyone say "we take that seriously" or "we're very focused on"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
YES Does management mention a specific competitor by name?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does management say "the team" at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "fundamentally" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.
NO Does any speaker describe a business unit as "healthy"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does any speaker use the word "fundamentals"?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "resilient" or "resilience" appear?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the operator mention a queue or "next question" more than three times?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the word "clearly" appear anywhere in the transcript?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does the word "headwind" or "headwinds" appear at least twice?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
YES Does the CFO mention a specific percentage greater than ten?
The model found enough evidence in the earnings transcript to mark this exact condition as present.
NO Does the phrase "going forward" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "team" 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 the word "confident" appear in any executive's remarks?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
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.”
NO Does any analyst identify themselves with a two-part introduction (name and firm)?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does the word "talent" appear at least once?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is the word "capacity" used more often about factories than about people?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Does an executive confess to having too much of something physical somewhere?
The model did not find enough evidence in the earnings transcript to confirm this exact condition. NO means “not detected,” not necessarily “disproved.”
NO Is a supplier or vendor mentioned by name 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 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 MRIN calls. Open a question to read the model's original reasoning.
NO Cost per customer just fell off a cliff: the company's own selling and acquisition engine is getting cheaper as it grows
Original model output from the research archive. It may be verbose or include the model's working notes.
NO Promise already turning into fact: management shows the thing it told investors was coming is now measurably arriving, a
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. Question: Does management point to a growth-bearing development in its business that IT HAD PREVIOUSLY TOLD INVESTORS TO EXPECT — and demonstrate, with real current-period activity, that this development is NOW ACTUALLY ARRIVING at or beyond pace, while ALSO conveying still early, most contribution ahead? Need identify if management refers to prior expectation, current confirmation, still early. Transcript: Chris Lien discusses initiatives to return Marin to growth. He mentions "As you’ll recall I’ll return the CEO at the end of August..." Not relevant. He says "Our goal is to return Marin to growth... We intend to do this..." He mentions "we’ve been busy over the past six months putting in place the foundation which we believe we will return Marin the growth over the course of 2017." That's a prior expectation? He says "As we work toward this return to growth..." He mentions "green shoots" recent customer wins. He says "We believe each of these leading advertisers chose Marin..." He discusses product innovation, next generation infrastructure. "We also continue to make good progress in our investment and our next generation infrastructure which uses distributed big data technologies and micro services. This investment, which has taken longer than we had originally estimated, provides Marin with a state-of-the-art architecture on which we can innovate for years to come. We look forward to delivering more customer facing functionality built on this infrastructure. We are deploying this functionality using a hybrid approach to enable more benefits to flow to our customers sooner. The bidding enhancements I highlighted earlier leverage this investment. Additionally, beginning this quarter, we will begin to invite certain customers to participate in what we are calling our platform data program, so that they can use more of this new functionality, including improved data loading, application speed and scale handling. This infrastructure, which will run side by side with our existing platform and be seamlessly accessible by our customers also will enable Marin to innovate more rapidly by leveraging the micro service architecture of our platform data investment." This sounds like a previously promised development? "This investment, which has taken longer than we had originally estimated" indicates prior expectation.
NO Substance without an audience: strong current business reported into a thin, shallow professional crowd
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 if both conditions are present: (1) genuinely strong, concrete current business with specific operating substance, and (2) thin or shallow professional audience around it (Q&A sparse). Let's analyze the transcript. The call is Marin Software's Q4 2016 earnings call. The management discusses financial results: Q4 revenues $23M, full-year $99.9M, both above guidance but down from prior year. They mention adjusted EBITDA breakeven for Q4, $2.4M for full year, free cash flow close to breakeven. They talk about customer wins, renewals, expansions with leading advertisers in various verticals. They discuss initiatives to return to growth, new product features, platform data program, etc. They mention specific examples like a large automotive customer with 77% decrease in cost per lead, TUI Netherlands with 53% conversions via mobile newsfeed, etc. So there is concrete operating substance: specific customer wins, specific results, product innovations, etc. However, the overall tone is that the company is facing challenges, revenue declining, but they are working to return to growth. The management acknowledges "difficult quarters" and "near-term outlook remains challenged." So is the business "genuinely strong" in the current period? The revenue is down year-over-year, but they beat guidance. They have some wins, but the overall picture is not strong; it's more of a turnaround story. The question asks for "genuinely strong, concrete current business" - meaning the company is performing notably well. Here, the company is not performing well; revenue is declining, they are losing customers, churn exceeds new bookings. They mention "green shoots" but also "cautious view." So the reported period is weak, mixed, defensive, or merely stabilizing. That would lead to a NO answer because the first condition is not met. Also, the Q&A session: The operator says "It appears we have no questions at this time." So there is no Q&A at all. The question says: "NO if the transcript contains no question-and-answer session at all, so audience engagement cannot be judged." So that also leads to NO. Thus, the answer is NO. But let's double-check: The transcript has no questions from analysts. The operator says "It appears we have no questions at this time." So there is no Q&A. So we cannot judge audience engagement.
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.
The question asks whether management describes a second, largely unmonetized position that the company already possesses, whose future use is largely within the company's own control, and whether management is actively deciding how and when to turn that holding into revenue. Let me examine the transcript carefully. The company is Marin Software, a SaaS platform for online advertising. The business generates revenue from advertisers and agencies. What does management describe? 1. They discuss their "next generation infrastructure" - "We also continue to make good progress in our investment and our next generation infrastructure which uses distributed big data technologies and micro services. This investment, which has taken longer than we had originally estimated, provides Marin with a state-of-the-art architecture on which we can innovate for years to come. We look forward to delivering more customer facing functionality built on this infrastructure. We are deploying this functionality using a hybrid approach to enable more benefits to flow to our customers sooner. The bidding enhancements I highlighted earlier leverage this investment. Additionally, beginning this quarter, we will begin to invite certain customers to participate in what we are calling our platform data program, so that they can use more of this new functionality, including improved data loading, application speed and scale handling." So they have a next-generation infrastructure (platform data program) that is being rolled out. Is this a "second, largely unmonetized position"? It's an infrastructure investment that they are now beginning to invite customers to use. But is it "already in hand" and "producing little or nothing"? It seems like it's a technology platform they've built. They are beginning to invite customers to participate. This could be seen as a technology asset they've built for their own use and are now starting to offer to customers. However, the question is whether this is a "second, largely unmonetized position" separate from the business that is currently producing results. The infrastructure is part of their core business - it's the platform on which they deliver their SaaS. It's not a separate business-within-a-business that they built for their own use and haven't sold. It's their core product infrastructure. They are using it to enhance their existing offerings.
NO Management is buying the same thing twice: proven demand from one place is being replicated into identified new places r
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management describes the company as currently in the middle of copying a part of its own business that is already working into additional places where the same demand is already visible. The key is: a proven instance that works, copies being stood up now, and demand already identified at the destination. Also, the replication should be large relative to the company and results reflect mostly the original instance. Looking at the transcript: Chris Lien talks about initiatives to return to growth. He mentions new product features, platform data program, etc. He says: "We are deploying this functionality using a hybrid approach to enable more benefits to flow to our customers sooner. The bidding enhancements I highlighted earlier leverage this investment. Additionally, beginning this quarter, we will begin to invite certain customers to participate in what we are calling our platform data program, so that they can use more of this new functionality, including improved data loading, application speed and scale handling. This infrastructure, which will run side by side with our existing platform and be seamlessly accessible by our customers also will enable Marin to innovate more rapidly by leveraging the micro service architecture of our platform data investment." This is about a new platform (next generation infrastructure) that is being rolled out. But is it a proven instance? They say "we continue to make good progress in our investment and our next generation infrastructure which uses distributed big data technologies and micro services. This investment, which has taken longer than we had originally estimated, provides Marin with a state-of-the-art architecture on which we can innovate for years to come." They are inviting customers to participate in a "platform data program" - so it's not fully proven yet. They are rolling it out to certain customers. That seems like a pilot or early adoption, not a proven instance that works and is being copied. Also, the demand is not clearly identified at destinations; they are inviting customers to participate. There's no mention of multiple instances being stood up. The company is not describing copying a proven unit into new locations. They are describing a new platform that is being deployed. Also, the revenue decline and challenges indicate they are not in a growth phase of replication.
NO The knock on the company is going stale: this quarter's own facts cut against the standing doubt
Original model output from the research archive. It may be verbose or include the model's working notes.
1. **Analyze the User's Request**: * Input: An earnings call transcript for Marin Software (MRIN) Q4 2016. * Task: Determine if there is a well-defined, standing, company-specific doubt visible in the transcript, AND if the current period's operating evidence (actual events, not projections) moves clearly against that doubt. * Output: YES or NO only. 2. **Analyze the Transcript for Standing Doubts**: * *Doubt 1: Revenue decline / return to growth.* Chris Lien says: "we have to acknowledge that Marin will experience some difficult quarters as we address our challenges." "While our current revenue performance has been disappointing..." "our near-term outlook remains challenged, leading to a cautious view of Marin’s business during this period, as you work to improve the execution..." Catriona Fallon says: "our recent revenue decline is indicative of customers that have churned over the past 12 months, as well as softer new business bookings, which will continue to impact our revenue trajectory going forward." This is a clear, standing doubt: the company is losing revenue, churning customers, and struggling to grow. Management acknowledges this directly. * *Doubt 2: Will the decline stop?* This is the core doubt. The transcript shows management addressing it head-on. * *Doubt 3: Dependence on Google/Facebook?* Not really a doubt about the company's own viability, more of a market dynamic they leverage. * *Doubt 4: Will the new platform work?* They mention the platform beta taking longer than expected. But the doubt about the decline is the most prominent. 3. **Identify the Specific Standing Doubt**: * The doubt is: *The company's revenue is declining, churn is high, and new bookings are soft, leading to skepticism about whether the business can return to growth or stop the bleeding.* Management explicitly acknowledges this: "we have to acknowledge that Marin will experience some difficult quarters as we address our challenges." "our near-term outlook remains challenged". This is a company-specific doubt (the decline of the legacy business, the churn, the inability to grow). 4. **Analyze the Current Period's Operating Evidence (Q4 2016)**: * Does the Q4 evidence move *against* this doubt? * Let's look at the numbers: Q4 revenue was $23M, down 21% YoY. Full year down 8%. Q1 2017 guidance is $19-19.5M, which is *lower* than Q4. So revenue is still declining.
NO Earned recurrence: demand arriving from first-hand-proven buyers, still early
Original model output from the research archive. It may be verbose or include the model's working notes.
1. The user asks to determine if management describes that a meaningful share of current business growth is arriving without the company having to persuade the buyer (i.e., earned recurrence from parties with direct prior experience) and that this pattern is still early enough that most of the business it will generate is still ahead of reported results. 2. I need to analyze the transcript for evidence of this phenomenon. 3. Key points from the transcript: - Chris Lien discusses initiatives to return to growth: sales and marketing execution, account management, customer-facing product innovation. - He mentions recent customer wins (signed up, renewed, expanded) but attributes them to Marin's ability to deliver performance, time savings, insights, and enterprise footprint. This is about the company's selling/offering, not necessarily organic demand from prior experience. - He discusses the "green shoots" but frames them as a result of investments and execution. - He mentions the platform data program and inviting customers to participate. - He explicitly states: "our near-term outlook remains challenged, leading to a cautious view of Marin’s business during this period, as you work to improve the execution in sales and marketing, account management and product delivery. I expect Marin to return to growth over the course of 2017 as our various initiatives begin to deliver result." - This indicates that growth is expected from the company's own initiatives (sales, marketing, product delivery), not from an organic, self-generating demand from an installed base pulling follow-on business. - The transcript does not describe a pattern where customers with first-hand experience are generating business on their own initiative. The renewals and expansions are mentioned as wins, but they are framed as results of the company's efforts and value proposition, not as an organic pull. - There is no mention of a "flywheel" or "earned growth" or "installed base pulling follow-on business." - The revenue decline is attributed to churn and softer new bookings, indicating the company is still in a push mode. - The guidance for Q1 is lower, indicating the company does not see a self-sustaining growth engine yet. - The examples of cross-channel results (automotive, TUI) are case studies of what Marin can do, not evidence of organic demand generation from those customers.
NO Spending like a bigger company on purpose: current results carry the cost of an expansion aimed at demand management say
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management acknowledges that current results are weighed down by an expansion already undertaken, and justifies it with demand already real. Let's analyze the transcript. Chris Lien discusses initiatives to return to growth, including investments in sales/marketing, customer success, product innovation, and next-gen infrastructure. He says "we have operated with financial discipline which enabled us to deliver breakeven adjusted EBITDA for Q4 and $2.4 million of adjusted EBITDA for the full-year" - so they are not losing money on EBITDA. He mentions "we are able to continue to invest meaningfully in Marin’s future." He talks about "our next generation infrastructure which uses distributed big data technologies and micro services. This investment, which has taken longer than we had originally estimated" - so it's an investment, but does he say it's weighing on current results? He says "we have operated with financial discipline" and they delivered positive EBITDA, so the investment is not causing losses. He says "we are deploying this functionality using a hybrid approach" and "beginning this quarter, we will begin to invite certain customers to participate in what we are calling our platform data program" - so it's being rolled out. But does he say it's costing them now? He mentions "investments in property, plant and equipment and internally developed software" in the cash flow discussion. But he doesn't explicitly say that this expansion is depressing current profitability. In fact, they had positive EBITDA. The revenue decline is attributed to churn and softer bookings, not to the cost of expansion. He says "our near-term outlook remains challenged" but that's due to execution issues, not the cost of the build. For the second half, does he justify with demand already real? He mentions recent customer wins, renewals, expansions. He says "we believe each of these leading advertisers chose Marin for a combination of our ability to deliver market-leading performance" - that's past wins. But does he say that the expansion is justified by demand that is already showing up? He says "we are excited about some of the key renewals that occurred in Q4 and about the opportunity that roll out customer enhancing features on Platform Beta." But he doesn't explicitly say that the infrastructure investment is justified by current demand.
NO Priced for one buyer, wanted by many: management describes new sources of demand converging on the same thing it already
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 demand for same thing company already makes coming from more than one direction at once, widening recent, real, and management responding with steps, numbers lag. Transcript: Marin Software provides SaaS platform for online advertising. They discuss initiatives to return to growth. Demand? They mention customers in various verticals, but not necessarily widening demand base. They talk about cross-channel search and social integration. They have product features enabling search intent to drive social advertising. Is that new application/use case? Existing platform? They say "Marin is already delivering the ability to harvest search intent to drive social advertising programs" - that's existing product? They have customers using it. Demand from advertisers wanting coordinated search and social? Is that a widening? They mention "emerging trend of coordinated marketing across search and social channels." They are responding with cross training, product features. But is demand base recently widened? They have existing customers? They say "we are still in early days for marketers to coordinate their spending across channels, Marin is already delivering results." Examples: large automotive customer, TUI Netherlands. These are existing customers? They used Marin to use search intent to create custom audiences on Facebook. That is a new use case for same platform? The platform already does search and social? Need assess. Question asks: "demand for the same thing the company already makes or does is now coming from more than one direction at once — that is, has the set of buyers, uses, applications, industries, channels, or geographies pulling on the company's existing offering or capacity WIDENED in the recent period, so that distinct sources of demand are now competing for or converging on the same output — and is management already responding to that convergence with real steps to serve or allocate among these sources?" Need answer YES if all three present. Transcript: Management discusses "renewed emphasis on solution selling" etc. They mention customer wins in various verticals: business services, entertainment, financial services, real estate, retail technology, travel. That's multiple industries, but is that a widening? They always served advertisers across verticals.
NO The bridge is already built: management walks investors from today's numbers to a bigger business using only pieces alre
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management's forward-looking explanation is built out of specific pieces already secured or in motion, rather than market hopes or pipeline. The question asks: "On this call, when management explains where the company's business is heading over roughly the NEXT YEAR, does it build that explanation primarily out of SPECIFIC PIECES THAT ARE ALREADY SECURED OR ALREADY IN MOTION — rather than out of market hopes, pipeline, or general demand — such that the results just reported visibly UNDERSTATE the business the company has already locked in?" We need to analyze the transcript. Management discusses initiatives to return to growth. They mention recent customer wins, renewals, expansions. They talk about product innovations, new features, platform data program. They also mention cost discipline. However, the forward guidance for Q1 2017 is lower than Q4 2016. They say "our near-term outlook remains challenged" and "cautious view". They expect to return to growth over the course of 2017 as initiatives begin to deliver results. But do they name specific secured pieces that will drive growth? They mention "recent customer wins" but not specific contracts with amounts or timing. They mention "we have singed up, renewed or expanded our commercial relationships with leading advertisers" but that's vague. They also mention "we will begin to invite certain customers to participate in what we are calling our platform data program" - that's a product rollout, but it's not clear that it will generate revenue immediately. They also mention "bidding enhancements" and "social" features. But the overall tone is that they are investing and expect growth later, but they don't provide a concrete bridge from current numbers to a meaningfully larger business based on already secured pieces. They also say "our recent revenue decline is indicative of customers that have churned over the past 12 months, as well as softer new business bookings, which will continue to impact our revenue trajectory going forward." That suggests they are not seeing a locked-in uptick. They give Q1 guidance lower than Q4. So the forward story is not built on secured pieces; it's more about initiatives and hope. The answer is NO. We need to be careful: The question asks if management builds the explanation primarily out of specific pieces already secured or in motion.
NO Tone of discovery: management sounds newly surprised by its own business in a favorable direction
Original model output from the research archive. It may be verbose or include the model's working notes.
We need answer YES or NO. Need analyze transcript. Question asks: does management's own account carry genuine note of favorable surprise about its own business? Need identify if management describes real current development using language of discovery, exceeding expectations, etc. Need only transcript. Let's parse. Chris Lien: "I’ll review the quarter and our full-year results, including an update on some of recent wins... initiatives to return Marin to growth..." He acknowledges difficult quarters. Financials above high-end guidance but down. "While our current revenue performance has been disappointing, I’m pleased to report that we have operated with financial discipline which enabled us to deliver breakeven adjusted EBITDA for Q4 and $2.4 million for full-year, which also was above high-end of guidance." That's financials vs guidance, not operating substance? Maybe not. Then "Before I discuss initiatives... I want to highlight some of our recent customer wins, which provide evidence of green shoots as we invest for a brighter future." He lists renewals/expansions. "We believe each of these leading advertisers chose Marin for combination..." No surprise language. Then "As I spend time... reminded both of Marin’s opportunities and near-term challenges." No surprise. Then "Even though we are still in early days for marketers to coordinate their spending across channels, Marin is already delivering results for its customers. For a large automotive customer, Marin was able to enable our agency to use search intent to create custom audiences on Facebook... resulting in 77% decrease... 132% increase..." This is a concrete result, but is it described as surprise? "Marin is already delivering results" - not necessarily exceeding expectations. It's an example of capability. No language of discovery or "we didn't expect". It's a case study. Then "We also continue to make good progress in our investment and our next generation infrastructure... This investment, which has taken longer than we had originally estimated, provides Marin with state-of-the-art architecture..." That's negative surprise (took longer). Not favorable. Then "As excited as I am about these changes, our near-term outlook remains challenged... I expect Marin to return to growth over course of 2017 as initiatives begin to deliver result." That's forecast, not already experienced.
NO The product is disappearing into reorder rhythm: revenue is shifting from won-each-time to arriving-on-its-own, and the
Original model output from the research archive. It may be verbose or include the model's working notes.
The question asks whether management describes that a growing share of revenue now arrives without a new selling event (self-arriving revenue) AND that this share has recently and visibly grown as a proportion of the business, with management grounding the shift in observed current behavior. Let me analyze the transcript carefully. The company is Marin Software, a SaaS platform for advertising. The revenue is subscription-based (SaaS). The question is about whether management describes a shift where self-arriving revenue (renewals, repeat purchases, usage-driven) has recently grown as a proportion of the business. Looking at the transcript: - Chris Lien discusses customer wins, renewals, expansions - Catriona Fallon discusses revenue decline, churn, new bookings - The company talks about "renewals" and "expansions" but these are standard SaaS metrics Key points from the transcript: - Revenue declined 21% year-over-year in Q4 - Full year revenue declined 8% - They mention "customer churn over the past 12 months" and "softer new business bookings" - They discuss "renewals" that occurred in Q4 The question asks specifically about whether management describes that a GROWING SHARE of revenue now arrives WITHOUT a new selling event (self-arriving) AND that this share has RECENTLY AND VISIBLY grown. Looking at the transcript, management does NOT describe this. They talk about: - Renewals and expansions (standard SaaS) - Revenue decline due to churn exceeding new bookings - The business model is subscription-based (SaaS), which is inherently recurring The transcript does not describe a recent shift where self-arriving revenue has grown as a proportion. In fact, they describe revenue DECLINING, with churn exceeding new bookings. There's no description of a growing installed base driving self-arriving revenue. The company is a SaaS company - its revenue is inherently recurring/contractual. The question asks if there's been a RECENT shift where this self-arriving component has become a visibly LARGER share. The transcript doesn't describe such a shift. Management talks about renewals and expansions, but these are standard for a SaaS business and don't represent a "recent shift" in the quality of revenue. The transcript describes challenges with churn and new bookings, not a growing self-arriving revenue stream. The answer should be NO because: 1.
NO Personal bests piling up: management reports multiple company-history records in the same quarter
Original model output from the research archive. It may be verbose or include the model's working notes.
1. The user asks to determine if management reports multiple distinct company-history bests in the same recent period, based only on the transcript. 2. I need to scan the transcript for superlatives like "record", "all-time high", "largest", "first-ever", "fastest" that are anchored to the company's own history. 3. Let's read the transcript carefully. 4. Chris Lien says: "Q4 revenues came in at $23 million and full-year revenues were $99.9 million, which were both above the high-end of our guidance, but down from the prior year." - No record here, it's down. 5. "we have operated with financial discipline which enabled us to deliver breakeven adjusted EBITDA for Q4 and $2.4 million of adjusted EBITDA for the full-year, which also was above the high-end of our guidance." - No record. 6. "Free cash flow in the quarter was close to breakeven and this also was true from the full-year period." - No record. 7. "We ended the year with total cash of $35.7 million, which is down just $1.6 million from the ending amount in the prior year." - No record. 8. "Non-GAAP gross margin was 69% for the quarter and 70% for the full-year." - No record. 9. Later, Chris Lien mentions "recent customer wins" but doesn't call them records. 10. Catriona Fallon says: "Remember that Q4 of 2015 was our strongest revenue quarter in Marin history" - This is a statement about the past (Q4 2015), not the recent period (Q4 2016). The question asks if management reports that the company has JUST SET MULTIPLE DISTINCT COMPANY-HISTORY BESTS IN THE SAME RECENT PERIOD. The recent period is Q4 2016 / full year 2016. The transcript explicitly says Q4 2015 was the strongest, and Q4 2016 was down 21% year-over-year. So no record in the recent period. 11. Check for any other superlatives. "we are excited about some of the key renewals" - not a record. "we will begin to invite certain customers to participate in what we are calling our platform data program" - first time, but it's a future/program launch, not a record of achievement in the past period. Also, it's a single item. 12. The question asks for at least TWO clearly different aspects of the business that have each just reached the highest, largest, fastest, or first-ever level in the company's own history. 13. The transcript explicitly states Q4 2015 was the strongest revenue quarter, implying Q4 2016 was not.
NO Fresh change already executed, benefit mostly still ahead
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if management points to a specific change in the business that the company itself completed or put into effect only recently (within roughly the last one or two quarters) and conveys that most of the benefit of that change has not yet appeared in the results being reported, with the benefit expected to show up over the coming quarters. Let's examine the transcript. Chris Lien discusses initiatives to return to growth. He mentions: "we’ve been busy over the past six months putting in place the foundation which we believe we will return Marin the growth over the course of 2017." That's a plan, not a completed change. He talks about "initiatives to return to growth" including sales and marketing execution, account management, product innovation. He mentions "we’ve put in place leaders and team members" - that's a change, but is it recent? He says "over the past six months" - that's within a couple of quarters. But does he say the benefit is mostly still ahead? He says "we are still in the early days for marketers to coordinate their spending across channels" and gives examples of results. He also mentions "we continue to make good progress in our investment and our next generation infrastructure" - that's a work in progress, not completed. He says "we will begin to invite certain customers to participate in what we are calling our platform data program" - that's starting this quarter, so it's recent but not yet fully rolled out. He says "we look forward to delivering more customer facing functionality built on this infrastructure." That's future. He also says "our near-term outlook remains challenged, leading to a cautious view of Marin’s business during this period, as you work to improve the execution in sales and marketing, account management and product delivery. I expect Marin to return to growth over the course of 2017 as our various initiatives begin to deliver result." That suggests the initiatives are ongoing, not completed, and the benefit is expected in the future. Is there a specific completed change? He mentions "we’ve put in place leaders and team members" - that's a change, but is it a specific identifiable change? It's vague. He also mentions "we’ve reorganized our service delivery teams" - that's a change, but again, is it recent? He says "we have reorganized" - that could be recent.
NO Ground-level proof points accumulating: management narrates several small, named, recent wins and treats them as the lea
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the call has several small, concrete, ground-level wins that are individually named/described, and if management connects them into a broader still-early pattern. Let's examine the transcript. Chris Lien mentions recent customer wins: "Over the past few months, Marin has singed up, renewed or expanded our commercial relationships with leading advertisers in the business services, entertainment, financial services, real estate, retial technology and travel verticals." That's a list of verticals, not specific named customers. He doesn't name specific companies. He says "We believe each of these leading advertisers chose Marin..." but no specific episodes. Then he gives two examples: "For a large automotive customer, Marin was able to enable our agency to use search intent to create custom audiences on Facebook... resulting in a 77% decrease in overall cost per lead and 132% increase in monthly conversions. Also in Europe, TUI Netherlands via their agency was able to use Marin to leverage search intent to remarket on Facebook resulting in 53% of conversions via mobile newsfeed with a 23% decrease in conversion cost." These are two specific examples: a large automotive customer (unnamed) and TUI Netherlands. That's two distinct episodes. But are they "recent period" wins? They are described as results from using Marin's cross-channel capabilities. They are specific enough. But we need at least three distinct episodes. The first is the automotive customer, second is TUI Netherlands. The third? He mentions "recent customer wins" but doesn't name them individually. He lists verticals but not specific accounts. So we have two specific episodes. Also, he mentions "we have singed up, renewed or expanded our commercial relationships with leading advertisers in the business services, entertainment, financial services, real estate, retial technology and travel verticals." That's a general statement, not individual episodes. So only two specific episodes. That's less than three. Now, does management connect these into a broader still-early pattern? Chris says: "These are early examples of solutions Marin can deliver now to drive better performance for brands harnessing the cross channel power of search and social." That's a connection, but it's about product capability, not about a pattern of wins building.
NO Old money out, new money in: the company is redirecting its own capital away from what it has always done and into a spe
Original model output from the research archive. It may be verbose or include the model's working notes.
We need to determine if the transcript shows a clear redirection of resources from one area to another, with the destination being funded at scale, something getting less, and management treating it as defining. The transcript discusses initiatives to return to growth: sales/marketing, account management, product innovation, and investment in next-generation infrastructure (platform beta). They mention "we continue to make good progress in our investment and our next generation infrastructure which uses distributed big data technologies and micro services." They are deploying functionality using a hybrid approach. They are inviting customers to participate in platform data program. They also mention bidding enhancements leverage this investment. However, is there a visible shift away from something? They talk about focusing on direct advertisers vs agencies, but that's a mix shift. They also mention cost and efficiency initiatives. But the question is about a redirection of capital/operating resources from one identifiable effort to another. The transcript does not clearly state that they are reducing investment in the legacy platform to fund the new one. They say "we continue to make good progress" and "we look forward to delivering more customer facing functionality built on this infrastructure." They also say "This infrastructure, which will run side by side with our existing platform" - so it's additive, not replacing. They are not saying they are moving resources away from something. They are investing in new infrastructure while maintaining existing. There is no mention of cutting back on legacy. Also, the new infrastructure is not yet fully deployed; they are inviting customers to participate. It's still early. The transcript does not convey that the historical use of resources is getting less. They mention "cost and efficiency initiatives" but that's not a redirection. They also mention "we have reorganized our service delivery teams" but that's not a resource shift away from a core activity. The question asks for a visible, already-executing redirection where incremental money, capacity, people, attention flow INTO one newer effort and AWAY from the activity that historically consumed them. The transcript does not show that. It shows investment in new infrastructure but also continuing to invest in existing.
NO Second demand front open and funded: a different kind of buyer is now paying, and management is resourcing it while it i
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 that the company has a second, different front of demand that is already paying real money, and is management actively putting resources behind that second front while it is still a clearly smaller part of the company? We need to check the transcript for such a description. The transcript is about Marin Software's Q4 2016 earnings call. The company is a digital advertising platform. The main business is cross-channel performance advertising, primarily search and social. The CEO discusses initiatives to return to growth. He mentions customer wins, product innovation, and a new platform. He talks about "search intent to drive social advertising" as a cross-channel solution. He gives examples of customers using search intent to create custom audiences on Facebook, resulting in improved performance. He also mentions "our own proprietary global media plan functionality" for social, and "budget allocation functionality across access" etc. He also discusses "next generation infrastructure" and "platform data program" that customers will be invited to participate in. But is there a second front of demand that is different in kind? The company's main business is advertising software for search and social. The examples given are about using search intent for social advertising, which is a cross-channel feature, but it's still within the same overall advertising platform. The customers are advertisers and agencies. There is no mention of a different type of customer, industry, market, geography, application, use, or channel that is distinct from the historical mainstay. The company is still serving the same advertisers and agencies. The new features are enhancements to the existing platform. The "platform data program" is an infrastructure investment, not a new demand source. The question asks about a second front of demand that is already paying real money. The transcript does not describe any such second front. The company's revenue is from its existing business. The examples of customer wins are for the same type of business. There is no mention of a new market or customer segment that is different in kind. The CEO talks about "green shoots" but those are renewals and expansions within the same business. Thus, the answer is NO.
NO Profit machinery upgraded while volume still arriving: realized structural margin step-up with growth flowing onto it
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 the company has ALREADY ACHIEVED A STRUCTURAL IMPROVEMENT IN HOW MUCH IT KEEPS FROM EACH UNIT OF BUSINESS — through changes the company itself made that are now visible in the recent period's actual results — AND that business volume is SIMULTANEOUSLY GROWING onto that improved structure, so each arriving increment converts to profit at the new, better rate with most of that arriving volume still ahead of the reported results? We need to check both halves. First, structural improvement in per-unit economics: management describes the business now earning meaningfully more per unit via rebuilt cost structure, changed delivery model, richer mix, pricing, etc., presented as observed fact of recent period and attributed to company's actions. Second, volume arriving now and early: real growth in orders, customers, volumes, or activity already occurring or committed, with most not yet flowed across improved structure. From the transcript: Chris Lien says "we have operated with financial discipline which enabled us to deliver breakeven adjusted EBITDA for Q4 and $2.4 million of adjusted EBITDA for the full-year" and "Non-GAAP gross margin was 69% for the quarter and 70% for the full-year." But that is cost discipline, not necessarily structural improvement in per-unit economics. Also, revenue declined. They talk about initiatives to return to growth, but not that they have already achieved a structural improvement. They mention "we are still in the early days" for cross-channel, but that's not about per-unit economics. They talk about new product features, but not that they have already achieved a better margin per unit. They mention "we have operated with financial discipline" which is cost-cutting. The question says NO if margin improvement comes chiefly from cost-cutting on a flat or shrinking business. Here revenue is declining, so it's cost-cutting on shrinking business. Also, they say "our near-term outlook remains challenged" and "cautious view" and "expect Marin to return to growth over the course of 2017" - that's future, not already achieved. They also mention "we are deploying this functionality using a hybrid approach" and "beginning this quarter, we will begin to invite certain customers" - that's future.
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MRIN call history
Open a quarter only when you want its detailed evidence.
C Q1 2024 · Caution · 2024-05-02Management held guidance steady against slowing demand and expanding margins. The delivery was unusually candid, rich in specifics.
D Q4 2023 · Weak call · 2024-02-22Management gave no formal guidance against slowing demand and expanding margins. The delivery was rich in specifics.
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D Q3 2023 · Weak call · 2023-11-02Management held guidance steady against slowing demand and expanding margins. The delivery was unusually candid, rich in specifics.
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D Q2 2023 · Weak call · 2023-08-03Management held guidance steady against slowing demand and contracting margins. The delivery was unusually candid, rich in specifics, visibly under pressure.
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F Q1 2023 · Very weak call · 2023-05-06Management lowered guidance against slowing demand and contracting margins.
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F Q4 2022 · Very weak call · 2023-02-23Management lowered guidance against slowing demand and contracting margins. The delivery was rich in specifics.
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D Q3 2022 · Weak call · 2022-11-06Management gave no formal guidance against slowing demand and contracting margins.
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View 26 earlier calls
| Call | Date | Grade | Guidance | Demand | Margins | Candor | Evasion |
|---|---|---|---|---|---|---|---|
| Q2 2022 | 2022-08-06 | D | maintained | slowing | contracting | 6/9 | 0/9 |
| Q1 2022 | 2022-05-05 | F | lowered | slowing | contracting | 5/9 | 0/9 |
| Q4 2021 | 2022-02-24 | F | lowered | slowing | contracting | 6/9 | 2/9 |
| Q3 2021 | 2021-11-04 | D | lowered | mixed | contracting | 7/9 | 0/9 |
| Q2 2021 | 2021-07-30 | D | maintained | stable | expanding | 7/9 | 2/9 |
| Q1 2021 | 2021-05-09 | D | lowered | mixed | expanding | 7/9 | 2/9 |
| Q4 2020 | 2021-02-27 | F | lowered | mixed | contracting | 6/9 | 2/9 |
| Q3 2020 | 2020-11-08 | F | lowered | mixed | expanding | 7/9 | 2/9 |
| Q1 2020 | 2020-05-10 | F | lowered | slowing | contracting | 7/9 | 2/9 |
| Q4 2019 | 2020-02-27 | F | lowered | slowing | contracting | 7/9 | 0/9 |
| Q3 2019 | 2019-11-07 | F | lowered | slowing | expanding | 7/9 | 2/9 |
| Q2 2019 | 2019-08-08 | F | lowered | slowing | expanding | 7/9 | 2/9 |
| Q1 2019 | 2019-05-09 | F | lowered | slowing | expanding | 6/9 | 2/9 |
| Q4 2018 | 2019-02-14 | F | lowered | slowing | expanding | 6/9 | 2/9 |
| Q3 2018 | 2018-11-13 | F | lowered | slowing | contracting | 6/9 | 3/9 |
| Q2 2018 | 2018-08-09 | F | lowered | slowing | contracting | 7/9 | 2/9 |
| Q1 2018 | 2018-05-10 | D | lowered | slowing | contracting | 7/9 | 0/9 |
| Q4 2017 | 2018-02-24 | F | lowered | slowing | contracting | 6/9 | 3/9 |
| Q3 2017 | 2017-11-09 | F | lowered | slowing | contracting | 6/9 | 4/9 |
| Q2 2017 | 2017-08-10 | F | lowered | slowing | contracting | 7/9 | 2/9 |
| Q1 2017 | 2017-05-09 | F | lowered | slowing | contracting | 7/9 | 2/9 |
| Q4 2016 | 2017-02-28 | D | lowered | slowing | stable | 7/9 | 0/9 |
| Q3 2016 | 2016-11-09 | F | lowered | slowing | expanding | 7/9 | 2/9 |
| Q2 2016 | 2016-08-06 | F | lowered | slowing | expanding | 7/9 | 2/9 |
| Q1 2016 | 2016-05-08 | D | lowered | slowing | expanding | 7/9 | 2/9 |
| Q4 2015 | 2016-02-18 | F | lowered | slowing | expanding | 6/9 | 2/9 |