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

EPAM Systems, Inc. (EPAM) — this company's answers

NO on the Q4 2017 call 2018-02-16 B
The model's full reasoning — Q4 2017 call → NOThe user asks me 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 driven by parties with direct prior experience of the company's offering — and that this pattern is still early enough that most of the business it will generate is still ahead. Let me review the transcript carefully. Key points from the call: - Revenue growth of 25% organic, broad-based - Growth within top 20 accounts was 18%, while growth outside top 20 was 34% - They mention "practically 50% are part of the global portion to sales" — this seems garbled but suggests client diversity - They talk about expanding relationships with existing clients - They mention "we continue to grow with the right customers who work with us and add one account or move to another job and then oftentimes they bring" — this suggests referrals - Arkadiy says "the sales model to deliver good quality services is the best sales model" — suggesting quality drives demand - They mention "about 10% of business came in from new loggers today" — meaning 90% comes from existing relationships However, the question asks specifically whether management describes that a MEANINGFUL SHARE of current growth is arriving WITHOUT the company having to persuade the buyer — that is, demand generated by parties with direct prior experience, and that this is still early with most contribution ahead. Looking at the transcript, management does discuss: - Growth within top 20 accounts (existing clients) at 18% - Growth outside top 20 at 34% - The importance of existing client relationships - Referrals from clients who move to new jobs But do they explicitly describe a phenomenon where prior experience itself is driving demand without persuasion, and that this is still early with most contribution ahead? Arkadiy says: "the sales model to deliver good quality services is the best sales model" — this suggests quality drives demand, but it's not explicitly saying that a meaningful share of growth comes without persuasion. They mention "about 10% of business came in from new loggers today" — implying 90% from existing, but this doesn't clearly articulate the "earned recurrence" pattern described in the question.

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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.