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

Kopin Corporation (KOPN) — this company's answers

NO on the Q4 2023 call 2024-03-14 C+
The model's full reasoning — Q4 2023 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 from parties with direct prior experience, and that this pattern is still early with most contribution ahead. From the transcript: Michael Murray mentions "building the backlog" and "book-to-bill" positive for five consecutive quarters. He says "we booked follow-on orders of approximately $6 million for our thermal weapon IP assemblies" and "the $20.5 million order is a new configuration that we received this quarter" - that's a new configuration, not necessarily a repeat from same customer? But it's from a customer with prior experience? He says "we do anticipate additional follow-on orders for both of these products and other products as well in 2024." So there is follow-on business. He also says "we have been focusing on widening our customer base and taking a greater share of our customer spending" - that suggests some new customers but also expanding existing. He mentions "our qualified opportunity pipeline has grown exponentially in the past few quarters due to the recent geopolitical issues, and increased sovereign and foreign NATO spending." That might be new customers. But the key question: Does management convey that a meaningful share of growth is coming from parties with direct prior experience, without persuasion, and that this is still early? He says "we are winning sockets from competitors" - that's new logos. He says "we are taking a greater share of our customer spending" - that's existing customers expanding. He also says "our customer is vying for new business in that area internationally" - that's about the customer's own efforts. He mentions "we have been working with our government and military events research labs" - that's development. He says "we are carefully selecting new strategic partners" - new. He says "we expect several new customers, partners and project towards an announcements soon" - new. So the emphasis seems to be on new customers and new programs, not necessarily on existing customers returning without persuasion. The follow-on orders are mentioned but not as a dominant pattern. Also, the $20.5M order is a new configuration, which might be from an existing customer but it's a new product.

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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.