Question Bank › Earned recurrence: demand arriving from first-ha

Earned recurrence: demand arriving from first-hand-proven buyers, still early

Calls Tested
489
Answered YES
4
Hit Rate
0.8%
rare by design

Triumph Group, Inc. (TGI) — this company's answers

NO on the Q2 2017 call 2016-11-03 C+
The model's full reasoning — Q2 2017 call → NOWe need 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., demand is increasingly generated by parties with direct prior experience of what the company provides, and that this pattern is still early with most contribution ahead. Let's analyze the transcript. Management discusses business development, new orders, backlog, etc. They talk about winning new contracts, but do they mention that customers are coming back on their own due to prior experience? They mention "key contract wins" and "follow-on award" for G650, but that's a follow-on order under an existing contract, which might be contractual. They also mention "Product Support added new thrust reverser and control surface repair contracts for Delta Airlines, UPS, the KC-135, and the C-17." That could be repeat business, but is it described as driven by prior experience? They also talk about "better working relationships with Tier-1 OEMs as we improve our performance and forge new partnerships." That suggests that improved performance leads to more business, but it's not explicitly that customers are coming without persuasion. They also mention "we are actively supporting RFPs" which is the company's push. The question asks if management conveys that a meaningful share of growth is arriving without persuasion, i.e., earned recurrence. The transcript does not explicitly state that. They talk about winning new orders, but it's through their business development efforts. They mention "our new business development team" and "we were awarded several key contracts" which implies they pursued them. There is no mention of customers proactively coming back due to prior experience as a major driver. The only possible is the follow-on award for G650, but that's a contract extension, not necessarily a new customer coming back. Also, they mention "Product Support" wins, but again, they are winning contracts, not necessarily that customers are coming without persuasion. Management does not describe a pattern where demand is increasingly generated by parties with direct prior experience without the company's selling push. They emphasize their own efforts in business development, restructuring, and improving performance to win new business. So the answer is NO. Thus, the answer is NO.

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Show the exact prompt the model was given
Using ONLY the supplied earnings call transcript and no outside information: On this call, does management describe that a MEANINGFUL SHARE OF THE COMPANY'S CURRENT BUSINESS GROWTH is arriving WITHOUT THE COMPANY HAVING TO PERSUADE THE BUYER — that is, demand is increasingly generated by parties with DIRECT PRIOR EXPERIENCE of what the company provides (customers with first-hand experience expanding, returning, renewing, deepening, or referencing; parties that have already used, deployed, trialed, tested, sampled, piloted, or bought an initial piece of what the company sells now coming back for more; an installed base pulling follow-on business through on its own), rather than by the company's own selling, marketing, pricing, promotions, or new-logo acquisition push — AND does management convey that this earned-recurrence pattern is STILL EARLY enough that most of the business it will generate is still ahead of the reported results? Answer YES when management's own words convey, in whatever form fits the business, ONE coherent phenomenon: parties with first-hand experience of the company's offering are generating business on their own initiative — as a real, current, observable pattern in how the company's demand is being produced today — and management treats this as meaningful to where the company is heading with most of the contribution still ahead. Management need not use any particular vocabulary; it may show up in how it describes demand sources, customer behavior, reorder dynamics, expansion of proven relationships, or the decreasing role of persuasion in winning business. Answer NO if growth is described mainly through the company's own selling push, pricing actions, promotions, marketing, or new-logo acquisition, however strong. NO if the 'return' activity is merely a contractually forced renewal, a standing subscription auto-charge, or an ordinary slow-order cadence, with no sense that prior experience itself is now driving the demand. NO if the earned recurrence is only hoped for, planned, or projected rather than already observable. NO if the only evidence is one isolated anecdote with no broader pattern. NO if the recurrence is already mature and fully reflected in the reported results, with no meaningful contribution still ahead. NO if management attributes the shift to a one-time event, a temporary spike, or a pull-forward it expects to reverse. NO if the idea appears only in an analyst's question that management does not itself affirm. Use only the supplied transcript. Answer only YES or NO.

Companies that answered YES

TickerCompanyCallDateCall grade
LTRX Lantronix, Inc. Q3 2024 2024-04-29 C
DASH DoorDash, Inc. Q3 2023 2023-11-01 C+
ATI Allegheny Technologies Incorporated Q1 2018 2018-04-24 B
UPLD Upland Software, Inc. Q4 2017 2018-03-08 C+

How the model reasoned

ATI · Q1 2018 → YESThe question is about whether management describes a meaningful share of the company's current business growth arriving without the company having to persuade the buyer, from parties with direct prior...YES Management describes a meaningful share of current growth coming from parties with direct prior experience—Boeing and Airbus exercising their supply chain after assessing geopolitical risks, plus customers awarding forgings based on 2017 actions and continuing to do so in 2018—while treating this as still early, with most of the contribution 2019–2020 and beyond as the multi-year production expansion unfolds.
LTRX · Q3 2024 → YESThe question is: Does management describe that a MEANINGFUL SHARE OF THE COMPANY'S CURRENT BUSINESS GROWTH is arriving WITHOUT THE COMPANY HAVING TO PERSUADE THE BUYER — demand generated by parties wi...
DASH · Q3 2023 → YESThe question is: Does management describe that a MEANINGFUL SHARE OF THE COMPANY'S CURRENT BUSINESS GROWTH is arriving WITHOUT THE COMPANY HAVING TO PERSUADE THE BUYER — demand generated by parties wi...

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Not investment advice. Artul.ai publishes AI-generated earnings-call quality grades and expected-volatility estimates — never buy or sell recommendations. We tested over 1,600 predictive hypotheses against 165,000 transcripts; the honest result, including what failed, is documented in our methodology.