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

Photronics, Inc. (PLAB) — this company's answers

NO on the Q2 2017 call 2017-05-17 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. Look for evidence in the transcript. Management discusses demand trends, customer behavior, and growth drivers. Key points: FPD sales improving, high-end IC demand, China JV, etc. They mention that FPD sales improved each month, facilities near full capacity, and they anticipate continued growth. They also mention that they are adding capacity and expect tools to be fully utilized. They talk about high-end memory demand, logic in Taiwan soft but improving due to customer approval for 28nm in China. They mention that they are exploring M&A and have financial strength. But do they specifically say that growth is coming from existing customers with prior experience, without persuasion? They mention that they have a strong relationship with DNP and are expanding the JV. They talk about customer demand, but not explicitly about "earned recurrence" or that prior experience is driving demand. They mention that they are seeing improving demand trends, but it's not clear if that's from existing customers returning or new customers. They do mention that they have a backlog of one to two weeks, and that high-end orders can be lumpy. They also mention that they are working on qualifications and ramps. The question asks: does management describe that a meaningful share of 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. Look for phrases like "customers coming back", "repeat business", "installed base", "returning customers", etc. In the transcript, they talk about "our largest IC customer has obtained approval to produce 28-nanometer in our new China fab" - that is an existing customer expanding. They also talk about "we are seeing improving demand trends" but not specifically that it's from existing customers without persuasion. They mention that they are "exploring M&A opportunities" and "we remain active exploring M&A opportunities" - that's not about organic growth from existing customers.

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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.