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

Primoris Services Corporation (PRIM) — this company's answers

NO on the Q2 2018 call 2018-08-11 C+
The model's full reasoning — Q2 2018 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当前业务增长中有意义的部分来自无需公司说服的买家(即具有直接经验的客户),并且这种模式仍处于早期阶段,大部分贡献尚未实现。 在记录中,David King 提到: - "We are very excited about the opportunity to grow revenue at the acquired business units. We are working with some great operations personnel brought over in the acquisition..." - 关于Willbros收购,提到客户因财务可行性而犹豫,但收购后开始授予工作:"some of them were a little resitant... they were kind of on standby waiting to see. They had no concern about the T&D Group performing the work. They only had concern about the financial viability of them in their parent company at that time. So, yeah, those are customers that we know quite well in other arenas, but they are not new customers to the T&D Group." 这表明现有客户因公司财务稳定而开始授予工作,但这是基于先前经验吗?这些客户之前与Willbros有业务,但收购后因财务问题暂停,现在恢复。这算“直接经验”吗?是的,他们之前用过服务,现在回来。 但问题是:这是否是“当前业务增长中有意义的部分”且“仍处于早期”?管理层提到“我们很高兴地宣布,Primoris Distribution Services 收购一年多前在佛罗里达州,第二季度表现良好,并达到了他们的盈利目标。” 这是收购后的业务,但未明确说明是客户主动。 更关键的是,管理层是否明确表示需求来自客户主动,而非公司推销?在T&D部分,David说:“With Primoris as its parent company, the T&D Group has been able to sign new awards with customers that have been hesitant because of previous concerns about their financial viability. Within the first two months, they have been awarded work from some of the largest electrical utilities in the country.” 这确实表明客户因公司财务稳定而授予工作,但这是基于客户对公司的了解(之前可能合作过),但这是否是“直接经验”?客户之前可能用过Willbros的服务,但收购后因财务问题暂停,现在恢复。这算“返回”吗?是的。 但管理层是否说这是“当前业务增长中有意义的部分”?他们提到“我们很高兴地宣布,Primoris Distribution Services 收购一年多前在佛罗里达州,第二季度表现良好,并达到了他们的盈利目标。” 但未明确说这是客户主动。 另外,关于MSA(维护服务协议):“The addition of this Group has pushed our MSA backlog to its highest ever level at $1.1 billion and we are confident that our MSA work will continue to provide a solid and growing revenue base for Primoris in the years to come.” MSA是合同,但这是否是“客户主动”?MSA通常是长期合同,但可能不是“直接经验”驱动的。 关键点:管理层是否描述了“客户因先前经验而主动回来”的现象?在T&D部分,客户因财务问题犹豫,但收购后开始授予工作,这暗示客户之前有经验,但暂停了。这算“返回”吗?但管理层没有明确说“客户主动”,而是说“我们能够签署新奖项”,这可能是公司推销的结果。 另外,关于管道业务:“我们无法在第二季度正式宣布任何大型新奖项,但我们知道二叠纪盆地有大量机会。” 这是机会,不是已发生的。 管理层提到“我们很高兴地宣布,Primoris Distribution Services 收购一年多前在佛罗里达州,第二季度表现良好,并达到了他们的盈利目标。” 这可能是收购后的业务,但未说明客户主动。 在回答中,管理层没有明确说“客户因先前经验而主动回来”是当前增长的主要来源。他们提到“我们正在与一些伟大的运营人员合作”,但未强调客户主动。 此外,关于“仍处于早期”:“我们相信2018年将是创纪录的一年,2019年已经成形为另一个旗帜年。” 但未明确说“大部分贡献尚未实现”。 因此,我认为管理层没有明确描述“客户主动”的现象,而是更多强调公司自身的努力和收购带来的机会。所以答案应为NO。 但再仔细看:在T&D部分,客户因财务问题犹豫,但收购后开始授予工作,这确实表明客户有先前经验,但管理层说“我们能够签署新奖项”,这可能是公司推销的结果。而且,这只是一次性事件,不是持续模式。 另外,关于MSA,那是合同,不是客户主动

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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.