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

The Williams Companies, Inc. (WMB) — this company's answers

NO on the Q3 2021 call 2021-11-02 B
The model's full reasoning — Q3 2021 call → NO我们根据提供的电话会议记录,判断管理层是否描述了“有意义的业务增长来自无需说服的买家,即需求由有直接经验的客户驱动,且这种模式仍处于早期,大部分贡献尚未体现”。 在记录中,管理层多次提到客户对天然气的需求、长期合同、项目扩张等。例如,Alan Armstrong提到“demand for natural gas in the third quarter was surprisingly inelastic against this higher-than-expected pricing environment”,以及“our customers certainly understand that it takes time to build these projects and that it takes long term commitments to be built”。这暗示客户基于经验主动承诺。但更具体的是,管理层提到“we expect to secure precedent agreements for another system expansion”,以及“we don't see takeaway constraints of the near-term deterrent to volume growth in our systems there in our Northeast gathering area”,表明现有客户在扩展。然而,这些是否构成“earned recurrence”模式?管理层没有明确说“客户因为先前经验而主动回来”,更多是描述需求强劲和项目推进。此外,管理层提到“our long-term strategy of connecting the fastest-growing natural gas markets with the best supply areas continues to deliver exceptional financial results”,但未强调“无需说服”的机制。 关于“still early”部分,管理层提到“we are raising our 2021 EBITDA guidance midpoint for the second time this year”,但未明确说大部分增长尚未实现。实际上,他们提到“we have a clear line of sight to sustain growth for many years to come”,但未具体说“earned recurrence”是主要驱动。 因此,记录中没有明确描述“有直接经验的客户主动带来业务”这一现象,更多是公司自身项目执行和市场需求。所以答案应为NO。

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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.