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

Zhihu Inc. (ZH) — this company's answers

NO on the Q3 2021 call 2021-11-22 D
The model's full reasoning — Q3 2021 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无需公司说服的买家——即需求越来越多地由直接体验过公司产品的各方(有第一手经验的客户扩展、回归、续约、深化或推荐;已经使用、部署、试用、测试、采样、试点或购买过公司产品的各方现在回来购买更多;安装基础自行拉动后续业务)——并且管理层传达这种“赚得的重复”模式仍处于早期阶段,大部分业务尚未体现在报告结果中”。 分析电话会议内容: - 管理层多次提到用户增长、内容创作者增长、付费会员增长等,但这些都是公司自身努力的结果。 - 关于“内容商务解决方案”(CCS)和“付费会员”的增长,管理层提到“内容商务解决方案”收入同比增长超过5倍,付费会员增长110%,但这些都是公司推动的。 - 管理层提到“内容创作者”通过平台获得收入,但这是公司提供工具和激励的结果。 - 没有明确提到“现有客户或用户基于第一手经验主动带来新业务”的模式。例如,没有提到老用户推荐新用户、老客户续约或扩展等。 - 管理层提到“联合创作”功能,但这是公司推出的新功能,不是用户自发行为。 - 关于“口碑”或“用户自发传播”没有明确描述。 - 管理层提到“用户增长”主要来自内容质量和社区建设,但这是公司策略的结果。 因此,没有证据表明管理层描述了“无需说服的买家”或“第一手经验驱动的需求”。增长主要归因于公司自身的努力,如内容标准、工具、营销等。 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.