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More where that came from

More where that came from: a concrete gain just landed, and the same engine that produced it is visibly loaded with the

Calls Tested
391
Answered YES
88
Hit Rate
22.5%
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来判断。问题要求判断管理层是否同时描述了关于同一业务部分的两件事:(1) 近期实际取得的具体进展;(2) 同一来源已经可见地有更多业务在形成。需要是同一引擎的连续故事。 浏览记录:管理层讨论了内容生态系统、用户增长、商业化等。具体提到: - 平均MAU达到1.012亿,同比增长40%。 - 内容商业化解决方案(CCS)收入同比增长超过5倍,达到2.78亿元。 - 付费会员收入增长96%。 - 电商GMV达到近50亿元,同比增长92%。 - 联合创作功能推出,授权内容超过180万条。 - 视频内容消费增长等。 关于“具体进展”和“后续更多”是否在同一部分?例如,CCS收入增长,管理层提到“我们继续探索和发展我们的电商业务模式”,但这是否是同一来源的后续?或者,联合创作是新的,但后续是否已形成? 更具体地,管理层提到“内容商业化解决方案”的客户数量增长,以及“首席平台”帮助创作者获得收入。但后续是否明确有更多业务在形成?例如,在回答关于电商的问题时,管理层说“我们继续探索和发展我们的电商业务模式”,但这是计划而非已形成的后续。 另外,关于视频内容,管理层提到“联合创作”机制,并说“我们相信这不是一个新产物,而是一种新的内容生成和消费形式”,但后续是否已形成?管理层提到“我们继续有非常快速的迭代”,但这是否是已发生的? 关键点:管理层是否明确表示近期取得的进展只是早期部分,而同一来源已有更多在形成?例如,在CCS方面,管理层说“我们继续探索和发展我们的电商业务模式”,但未明确说已有更多订单或业务在形成。在视频方面,管理层提到“我们继续有非常快速的迭代”,但未明确说已有更多内容在形成。 再仔细看:在回答关于视频的问题时,管理层说“我们继续有非常快速的迭代”,但这是指产品迭代,而非业务增长。在回答关于电商的问题时,管理层说“我们继续探索和发展我们的电商业务模式”,但这是计划。 另外,在回答关于广告的问题时,管理层提到“我们相信进入第四季度,我们将继续有非常好的增长”,但这是预测。 因此,管理层没有明确描述同一来源的后续具体业务已经形成。他们提到了增长,但后续更多是展望或计划。 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 BOTH of the following about the SAME part of the business, as one connected story told in its own words? (1) A CONCRETE GAIN THAT JUST LANDED. In the recent period, the company actually achieved a specific, real step forward — in whatever form fits the business, such as meaningful new business won or delivered, a product or location now generating real sales, a customer relationship that materially expanded, output or activity that stepped up, or a capability that began producing — described as something that genuinely happened, not a plan, pipeline, or hope. (2) THE SAME SOURCE IS VISIBLY LOADED WITH MORE. Management indicates that the very same source that produced that gain — the same customers, product, offering, facility, market, or motion — already has identifiable further business forming behind it NOW: for example, the same customers taking or requesting more, additional deals or orders of the same kind already in hand or actively closing, the same facility or offering ramping toward fuller levels, or the next installments of the same win already scheduled or underway. The continuation must be grounded in things management says are already happening or already committed — not merely a big market, general optimism, or a forecast — and management should treat the recent gain as an EARLY installment of this sequence rather than its completion. Answer YES when both halves are present and connected: something real was just achieved, and management points to the next round from that same engine already forming, so the reported results understate what that engine is already producing. The industry, the type of gain, and the form of the follow-on may vary widely. Answer NO if the call reports strength or wins without pointing to identifiable further business already forming from the same source. NO if the follow-on is expressed only as market opportunity, pipeline hopes, confidence, or guidance without concrete continuation already in motion. NO if the recent gain is itself only a plan, pilot without results, or contingent event. NO if management presents the recent gain as substantially complete, one-time, or already fully reflected, with nothing of the same kind still coming. NO if the gain and the continuation concern unrelated parts of the business rather than one engine. NO if the story is routine seasonal or business-as-usual cadence that management does not treat as building beyond the company's normal level. NO if the connection appears only in an analyst's question or model that management does not itself affirm. Use only the supplied transcript. Answer only YES or NO.

Companies that answered YES

TickerCompanyCallDateCall grade
MCD McDonald's Corporation Q2 2024 2024-07-29 D
ASO Academy Sports and Outdoors, Inc. Q1 2024 2024-06-11 C+
ERO Ero Copper Corp. Q1 2024 2024-05-10 A
FWONK Formula One Group Q1 2024 2024-05-08 C+
LINC Lincoln Educational Services Corporation Q1 2024 2024-05-06 B+
CTRA Coterra Energy Inc. Q1 2024 2024-05-03 A
CW Curtiss-Wright Corporation Q1 2024 2024-05-02 B+
TTI TETRA Technologies, Inc. Q1 2024 2024-05-01 A
WEC WEC Energy Group, Inc. Q1 2024 2024-05-01 A
PDS Precision Drilling Corporation Q1 2024 2024-04-25 B
GIII G-III Apparel Group, Ltd. Q4 2024 2024-03-14 C
MNKD MannKind Corporation Q4 2023 2024-02-27 C
PUMP ProPetro Holding Corp. Q4 2023 2024-02-21 C+
DXCM DexCom, Inc. Q4 2023 2024-02-08 B+
AEP American Electric Power Company, Inc. Q3 2023 2023-11-02 C+
TEL TE Connectivity Ltd. Q4 2023 2023-11-01 B
OXM Oxford Industries, Inc. Q2 2023 2023-08-31 C
AFL Aflac Incorporated Q2 2023 2023-08-02 C+
ET Energy Transfer LP Q2 2023 2023-08-02 C+
DAL Delta Air Lines, Inc. Q2 2023 2023-07-13 A
TACT TransAct Technologies Incorporated Q4 2022 2023-03-08 A
DKS DICK'S Sporting Goods, Inc. Q4 2022 2023-03-07 B
TWLO Twilio Inc. Q4 2022 2023-02-15 D
MEC Mayville Engineering Company, Inc. Q3 2022 2022-11-05 B+
HLNE Hamilton Lane Incorporated Q1 2023 2022-08-02 C+
SGRY Surgery Partners, Inc. Q2 2022 2022-08-02 B+
OGI OrganiGram Holdings Inc. Q3 2022 2022-07-14 B+
ZVIA Zevia PBC Q1 2022 2022-05-12 B
BFIN BankFinancial Corporation Q1 2022 2022-05-06 A
BXP Boston Properties, Inc. Q1 2022 2022-05-03 A
FAT FAT Brands Inc. Q4 2021 2022-03-21 F
VNDA Vanda Pharmaceuticals Inc. Q4 2021 2022-02-23 F
FLUX Flux Power Holdings, Inc. Q2 2022 2022-02-10 D
SLQT SelectQuote, Inc. Q2 2022 2022-02-07 F
OOMA Ooma, Inc. Q3 2022 2021-12-02 B+
BFI BurgerFi International, Inc. Q3 2021 2021-11-12 C
HNRG Hallador Energy Company Q3 2021 2021-11-09 C+
LEG Leggett & Platt, Incorporated Q3 2021 2021-11-02 C
CPRX Catalyst Pharmaceuticals, Inc. Q2 2021 2021-08-10 C+
LOPE Grand Canyon Education, Inc. Q2 2021 2021-08-08 C
GNK Genco Shipping & Trading Limited Q2 2021 2021-08-07 A
ESRT Empire State Realty Trust, Inc. Q2 2021 2021-07-29 C+
CMTL Comtech Telecommunications Corp. Q1 2019 2018-12-07 B+
ADSK Autodesk, Inc. Q3 2019 2018-11-20 A
WES Western Midstream Partners, LP Q3 2018 2018-10-31 D
MAS Masco Corporation Q3 2018 2018-10-30 C
ALKS Alkermes plc Q3 2018 2018-10-23 C
PRIM Primoris Services Corporation Q2 2018 2018-08-11 C+
SRDX Surmodics, Inc. Q3 2018 2018-08-06 A
IRT Independence Realty Trust, Inc. Q2 2018 2018-08-02 B
XOM Exxon Mobil Corporation Q2 2018 2018-07-27 C
KIM Kimco Realty Corporation Q2 2018 2018-07-26 B+
ROP Roper Technologies, Inc. Q2 2018 2018-07-26 A
CP Canadian Pacific Railway Limited Q2 2018 2018-07-19 B+
MKC McCormick & Company, Incorporated Q2 2018 2018-06-28 C+
CLMT Calumet Specialty Products Partners, L.P Q1 2018 2018-05-16 C+
FSS Federal Signal Corporation Q1 2018 2018-05-12 A
KRG Kite Realty Group Trust Q1 2018 2018-04-26 C+
ATI Allegheny Technologies Incorporated Q1 2018 2018-04-24 B
ACHC Acadia Healthcare Company, Inc. Q4 2017 2018-02-22 C+
AVT Avnet, Inc. Q2 2018 2018-01-25 B
RACE Ferrari N.V. Q3 2017 2017-11-02 C+
IR Ingersoll-Rand Plc Q3 2017 2017-10-25 B
LIND Lindblad Expeditions Holdings, Inc. Q2 2017 2017-08-06 C
FLEX Flex Ltd. Q1 2018 2017-07-28 F
LEA Lear Corporation Q2 2017 2017-07-26 B+
CNS Cohen & Steers, Inc. Q2 2017 2017-07-20 B
PLAB Photronics, Inc. Q2 2017 2017-05-17 C+
IONS Ionis Pharmaceuticals, Inc. Q1 2017 2017-05-09 C
ABR Arbor Realty Trust, Inc. Q4 2016 2017-03-03 B+
PSX Phillips 66 Q4 2016 2017-02-03 C+
ULBI Ultralife Corporation Q3 2016 2016-10-29 C+
MAT Mattel, Inc. Q3 2016 2016-10-19 C
NDSN Nordson Corporation Q3 2016 2016-08-23 A
NWSA News Corporation Q2 2016 2016-08-08 C+
CGNX Cognex Corporation Q2 2016 2016-08-01 A
THRM Gentherm Incorporated Q2 2016 2016-07-28 C+
TRV The Travelers Companies, Inc. Q2 2016 2016-07-21 C+
GIS General Mills, Inc. Q4 2016 2016-06-29 B+
GES Guess?, Inc. Q1 2017 2016-05-25 F
LBTYK Liberty Global's Q1 2016 2016-05-10 C+
GOGO Gogo Inc. Q1 2016 2016-05-06 C+
ACCO ACCO Brands Corporation Q1 2016 2016-04-27 B+
DD DuPont de Nemours, Inc. Q1 2016 2016-04-26 B+
HPP Hudson Pacific Properties, Inc. Q4 2015 2016-02-25 C
SON Sonoco Products Company Q4 2015 2016-02-11 B
SAN Banco Santander, S.A. Q4 2015 2016-01-27 B
JJSF J&J Snack Foods Corp. Q1 2016 2016-01-26 C

How the model reasoned

ROP · Q2 2018 → YESThe question asks if management describes BOTH a concrete gain that just landed AND that the same source is visibly loaded with more, as one connected story. YES The transcript connects the two elements directly in the RF Technology segment discussion. Management describes concrete recent gains from Deltek (large wins, increased seats, net new customers) and the freight matching business (significant adds in net subscribers, benefiting from exceptional spot market with expectation the trend will continue). These are presented as part of the same software and network businesses that will deliver strong growth in the second half, with the recent quarter's results framed as an early installment of ongoing momentum rather than a one-off or completed event. The tolling and traffic customer service centers portion also ties recent double-digit growth and "winning more and more business" to 75% of the segment's RF/software focus, where the same competitive advantage is expected to drive continued performance. This forms one connected story across the RF segment's software and network engines. The other segments (PowerPlan, Industrial, Energy, Medical) discuss gains and potential follow-on but do not link them as tightly to 100% of the same source in the same way. The backlog in Scientific Imaging is a secondary example but is not the primary match. The answer is YES because the transcript treats these as building beyond the reported quarter from the same engines.
CW · Q1 2024 → YESThe question asks if management describes BOTH a concrete gain that just landed AND that the same source is visibly loaded with more, as one connected story. YES The transcript connects the two halves in one story: the concrete Q1 win (first US Air Force order for tactical communications equipment) is presented as the start of a broader expansion of the same product line and customer base, with management immediately noting that the same source (PacStar) is already positioned to deliver more — “early days what we’ll realize in that area” and “we are really excited to expand that out from the army and the marines to now be able to work with the air force as a customer.” The follow-on is grounded in the just-closed order and the ongoing relationship, not market optimism or guidance. The 31% sales growth and 1.4x book-to-bill in Defense Electronics reinforce the same engine, but the Air Force win is the specific “just landed” event tied directly to the visible continuation. No other part of the business (WSC acquisition, Naval contract, etc.) meets both criteria as cleanly.
AFL · Q2 2023 → YESThe question asks if management describes BOTH a concrete gain that just landed AND that the same source is visibly loaded with more, as one connected story. YES The transcript connects the concrete gain (60% cancer sales increase, majority from Japan Post launch in early April) directly to the same source having more already forming: Fred notes continuation of upside in Japan Post with gradual increase expected; Yoshizumi describes ongoing trainings, monthly management of processes, and support leading to steady sales growth; Koide confirms the product is now in all channels and sales are active, with gradual increase going forward as part of the sequence. This frames the recent gain as an early installment rather than completion. The follow-on is grounded in actions already underway (trainings since January, monthly issue-solving), not just market optimism or forecasts. No other section meets both criteria as tightly.

More from the question bank

Cost of being wrong just collapsedSame asset, new useWhole company hinges on one thing already inFirst domino, named next dominoesInformed outsiders doubling downSecond source of growth quietly turning onAll questions →
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.