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

PPG Industries, Inc. (PPG) — this company's answers

NO on the Q1 2017 call 2017-04-20 C
The model's full reasoning — Q1 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 generated by parties with direct prior experience (returning customers, installed base pulling follow-on business) and that this pattern is still early with most contribution ahead. Scan the transcript for relevant statements. Management discusses growth drivers: technology, new products, share gains, pricing, etc. They mention "customer adoption of our new coatings technology" and "value-added services" in industrial and packaging. They mention "strong customer adoption" but that's about new technology, not necessarily repeat business from prior experience. They mention "customers continue their adoption of PPG’s interior can coatings products" - that's adoption, not necessarily repeat from prior experience. They mention "same store sales growth" in architectural - that's from their own stores, not necessarily from prior experience of customers. They mention "record March sales results" in refinish due to improved customer demand. They mention "customer’s inventory management actions" in aerospace. They mention "new product launches" driving sales. They mention "we continue to look for ways to beneficially deploy our cash" etc. The question asks about "earned-recurrence pattern" where parties with first-hand experience generate business on their own initiative. Management does not explicitly describe such a phenomenon. They talk about organic growth driven by technology, innovation, and market share gains. They mention "customer adoption" but that's about new products, not necessarily repeat purchases from prior experience. They mention "installed base" nowhere. They mention "returning customers" nowhere. They mention "renewals" nowhere. They mention "expansion of proven relationships" nowhere. They mention "decreasing role of persuasion" nowhere. The only possible hint is in industrial coatings: "customers continue their adoption of PPG’s interior can coatings products" - that suggests existing customers adopting more, but it's not clearly described as a pattern where prior experience itself drives demand without persuasion.

← Back to the full PPG analysis

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...

More from the question bank

Borrowed urgency: counterparties are racing Living hand-to-mouth on their own outputStory upgraded mid-callConversation has moved to deliveryDeprived of a working part of itselfBought the ticket, hasn't taken the rideAll questions →
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.