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

Instructure's (INST) — this company's answers

NO on the Q4 2017 call 2018-02-12 B+
The model's full reasoning — Q4 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., earned recurrence from parties with direct prior experience, and that this pattern is still early with most contribution ahead. Scan the transcript for relevant statements. Management discusses growth drivers: strong revenue retention, early starts, nonrecurring revenue. They mention international growth, Bridge growth, partnerships. But do they describe a pattern where existing customers or those with prior experience are generating business on their own initiative? They mention "strong revenue retention" which is a form of earned recurrence, but is it described as a meaningful share of growth? They say outperformance driven by strong revenue retention, early starts, and higher nonrecurring revenue. But they don't elaborate on how much of growth is from existing customers expanding vs new logos. They also mention "backlog" and "average contract length" but not specifically about earned recurrence. They talk about international expansion: "once we are in a country for about 2 years things start to really pick up" - that suggests word of mouth or network effects? But they attribute it to time in region, not necessarily direct prior experience. They also mention "success in region as a function of time in region" - could be interpreted as earned recurrence but not explicitly. They mention "we have got a lot of leverage of the existing sales force" and "quota expansion" - that's about sales force efficiency, not organic demand. They mention "strong revenue retention" which is a form of earned recurrence, but they don't say it's a meaningful share of growth or that most is ahead. They also mention "early starts" and "nonrecurring revenue" as drivers. 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 would be like existing customers expanding, renewing, or referring. They mention "revenue retention" but that's about keeping existing customers, not necessarily growth. They also mention "backlog" but that's contracted future revenue. They don't explicitly say that demand is increasingly generated by parties with direct prior experience. They talk about new logo wins, partnerships, etc.

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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.