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

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

NO on the Q1 2024 call 2024-05-01 B+
The model's full reasoning — Q1 2024 call → NO我们根据提供的财报电话会议记录,判断管理层是否描述了“有意义的当前业务增长来自有直接经验的客户主动带来业务,且这种模式仍处于早期,大部分贡献还在未来”。 在记录中,管理层多次提到: - 可再生能源业务中,客户从固定倾斜转向1P跟踪器,导致订单延迟,但客户需求强劲,且1P跟踪器采用迅速。 - Agtech业务中,4月签署了超过4000万美元的新订单,这些订单原本预期在第一季度,表明客户(有经验)在推进项目。 - 基础设施业务中,订单活动强劲,但未明确说明是否由有经验的客户驱动。 - 住宅业务中,增长来自参与率提升和新市场扩张,但未明确说明是客户主动还是公司推销。 关键点:管理层提到“客户开始切换技术偏好”、“我们正在与客户合作”、“客户继续经历许可延迟”等,但并未明确说“客户因先前经验而主动带来业务”。相反,增长更多被描述为公司通过参与率提升、市场扩张、新产品推出等自身努力获得。 此外,管理层提到“我们正在努力扩大产能以支持客户需求”,但未强调客户主动回流。 因此,没有明确证据表明管理层将增长归因于“有直接经验的客户主动带来业务”这一现象,且未提及这种模式仍处于早期。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.