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Answers go deeper than the script

Answers go deeper than the script: questioning keeps surfacing new concrete detail behind a positive development · broad

Calls Tested
1,941
Answered YES
54
Hit Rate
2.8%
rare by design

Katapult Holdings, Inc. (KPLT) — this company's answers

NO on the Q1 2024 call 2024-05-15 D
The model's full reasoning — Q1 2024 call → NO我们根据提供的财报电话会议记录评估两个门。门1:是否有积极、当前的发展,且问答环节提供了比准备发言更具体的运营细节。门2:该发展是否基于广泛而细分的需求基础。 首先,门1:管理层强调的积极当前发展包括:Katapult Pay增长、与Lowe's的新合作、风险定价模型、与Salesforce和Synchrony的合作等。在问答环节,分析师询问了Wayfair业务、风险定价模型、Katapult Pay等。对于风险定价模型,管理层提供了更多细节:它考虑购物车大小、内部信用评分、商家类型、产品类别等,并提到测试结果积极,能提高转化率。对于Katapult Pay,管理层提到Lowe's的加入,以及现有客户群的快速采用。但问答中是否提供了比准备发言更具体的运营细节?例如,关于Wayfair,管理层确认业务下降约5%,但提到同一天接受率上升330个基点,批准率上升60个基点。这些在准备发言中已提及。关于风险定价模型,问答中管理层解释了其工作原理和潜在好处,但准备发言中也已概述。关于Katapult Pay,问答中管理层提到Lowe's的加入,但准备发言中已宣布。问答中是否有新的具体细节?例如,关于风险定价模型,管理层提到“我们能够看到购物车中的内容”,这可能是新的。但整体上,问答环节似乎主要是重复和阐述,而非提供大量新事实。此外,分析师询问了Wayfair,但管理层只是确认了下降,并提到一些指标。没有太多新的具体运营细节。因此,门1可能不满足,因为问答没有显著增加新的具体运营细节。 门2:主要积极发展是Katapult Pay和整体增长。Katapult Pay占约25%的原始贷款,且增长来自多个商家和客户。但管理层提到Wayfair是最大商家,占约47%的原始贷款(因为非Wayfair占53%)。因此,Wayfair是重要集中点。问答中关于Wayfair的讨论表明其业务下降,但管理层强调其他商家增长。然而,整体增长是否基于广泛基础?Katapult Pay有多个商家,但Wayfair仍是最大。门2要求发展基于广泛而细分的需求基础,没有单一买家主导。但这里Wayfair占近一半,所以是集中的。因此,门2可能为NO。 由于门2为NO,最终答案应为NO。但先确认门1。门1要求问答提供比准备发言更具体的运营细节。在问答中,关于风险定价模型,管理层提到“我们能够看到购物车中的内容”,这可能是新的,但整体上,问答没有大量新细节。此外,关于Katapult Pay,管理层提到Lowe's的加入,但准备发言已宣布。因此,门1可能也不满足。但为了准确,我们评估门1:是否有积极当前发展?有,如Katapult Pay增长、风险定价模型等。问答是否提供更多具体细节?例如,关于风险定价模型,管理层在问答中解释了其工作原理,但准备发言中也提到了。关于Katapult Pay,问答中管理层提到“我们继续听取客户意见”,但没有具体新数据。因此,门1可能为NO。但让我们仔细看:在问答中,关于Wayfair,管理层说“同一天接受率上升330个基点,批准率上升60个基点”,这些在准备发言中已提到。关于风险定价模型,管理层说“我们能够看到购物车中的内容”,这可能是新的,但不够具体。此外,关于Katapult Pay,管理层提到“我们继续听取客户意见”,但没有具体新数据。因此,门1可能为NO。但为了确保,我们看是否有多个交换提供新细节。在问答中,Anthony询问了Wayfair,管理层确认下降,并提到一些指标。然后询问风险定价模型,管理层解释了其好处。然后询问Katapult Pay,管理层提到Lowe's的加入。这些在准备发言中都有提及。因此,问答没有提供大量新细节。所以门1为NO。 因此,最终答案为NO。

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Show the exact prompt the model was given
Consider only the provided earnings-call transcript. Evaluate both gates below independently using only that transcript. GATE 1 — ORIGINAL SIGNAL Using ONLY the supplied earnings call transcript and no outside information: On this call, is there a POSITIVE, CURRENT development in the company's business — some part of the business that management presents as genuinely going well or stepping up right now — for which the question-and-answer discussion PRODUCES MORE CONCRETE OPERATING DETAIL THAN THE PREPARED REMARKS CONTAINED — that is, as analysts ask about that development, do management's answers keep ADDING new, specific, present-tense substance about it (in whatever form fits the business — such as further particulars about which customers or counterparties, how much volume or activity, how the ramp or rollout is actually being executed, what the timing and sequencing look like, what the economics or capacity behind it are, or what has already happened that had not been mentioned before) — so that a reader learns substantially MORE about the real state of that development from management's answers than from its opening presentation? Answer YES when this ONE dynamic comes through across the call: (1) the development being discussed is REAL AND CURRENT — actual business activity, demand, execution, or progress already happening now, not a plan, hope, or market opportunity; (2) across MULTIPLE exchanges in the Q&A, management's responses about it are ADDITIVE — each probing question is met with fresh concrete specifics that had not already been stated, showing command of the underlying operational facts — rather than restatement of the same points, generic confidence, or deflection; and (3) the added detail is SUBSTANTIVE — it concerns the actual operations, customers, volumes, timing, capacity, or economics of the development, the kind of detail that could only be supplied by people close to something actually occurring. Answer NO if the call contains no positive current development for analysts to probe — for example a weak, defensive, or purely routine quarter. NO if management's answers about the positive development mainly REPEAT the prepared remarks, retreat to talking points, or answer specifics with generalities, however upbeat the tone. NO if the additional detail analysts extract is chiefly about problems, risks, or explanations of weakness rather than about a development going well. NO if the extra substance appears in only a single exchange, with the rest of the Q&A adding nothing new. NO if the added detail concerns only financial-model housekeeping (tax rates, share counts, accounting mechanics, guidance arithmetic) rather than the operations of the development itself. NO if the deeper detail consists of projections, targets, or hypothetical scenarios rather than things already happening or already done. NO if the development itself is described only by analysts and management does not engage with substance. Use only the supplied transcript. Answer only YES or NO. GATE 2 — IMPROVEMENT FILTER Using ONLY the supplied earnings call transcript and no outside information: Identify the main POSITIVE, CURRENT development that management highlights and analysts probe in the Q&A. Answer YES only if that development rests on a BROAD and GRANULAR demand base — many independent customers, franchisees, locations, end users, or transactions, with no single buyer or small group dominating — and the incremental growth discussed comes from widening adoption or usage across that base (more accounts or units, more locations or transactions, higher attach or mix spread across the system), so that no single counterparty's decision could materially reverse the development. Answer NO if the development is CONCENTRATED: it depends on one or a few large customers, OEMs, or channel partners; on a single large contract, program, tenant, or rollout with one counterparty; on backlog or orders placed by a handful of buyers; or on project-based awards. Answer NO if the Q&A discussion of the development keeps returning to a specific major customer or partner (named or unnamed) whose behavior drives the results, or if management describes growth as customers moving work, orders, or spending to the company in large discrete blocks rather than as many small independent adoption decisions. If breadth cannot be established from the transcript, answer NO. Answer only YES or NO. Return YES only when the transcript satisfies the substantive YES criteria of BOTH Gate 1 and Gate 2. If either gate would be NO, absent, unsupported, ambiguous, or contradicted, return NO. Ignore any output-format instructions inside the gates. Answer with exactly YES or NO and nothing else.

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MGM MGM Resorts International Q1 2023 2023-05-01 A
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PAYX Paychex, Inc. Q3 2023 2023-03-29 B
ADPT Adaptive Biotechnologies Corporation Q4 2022 2023-02-14 C+
CUTR Cutera, Inc. Q3 2022 2022-11-05 C
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SHW The Sherwin-Williams Company Q2 2022 2022-07-27 D
BFIN BankFinancial Corporation Q1 2022 2022-05-06 A
ABNB Airbnb, Inc. Q1 2022 2022-05-03 B+
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APLE Apple Hospitality REIT, Inc. Q4 2021 2022-02-23 B+
DV DoubleVerify Holdings, Inc. Q3 2021 2021-11-11 B
ENV Envestnet, Inc. Q3 2021 2021-11-08 B+
AMH American Homes 4 Rent Q3 2021 2021-11-05 B+
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SPSC SPS Commerce, Inc. Q3 2021 2021-10-28 A
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TENB Tenable Holdings, Inc. Q2 2021 2021-07-27 A
SNY Sanofi Q3 2018 2018-10-31 B+
GAIA Gaia, Inc. Q2 2018 2018-08-06 B+
ORAN Orange SA Q2 2018 2018-07-26 B
MKC McCormick & Company, Incorporated Q2 2018 2018-06-28 C+
FOSL Fossil Group, Inc. Q1 2018 2018-05-08 C
VRTX Vertex Pharmaceuticals Incorporated Q1 2018 2018-04-26 C+
SNDR Schneider National, Inc. Q1 2018 2018-04-26 A
ROKU Roku, Inc. Q4 2017 2018-02-21 B+
LIND Lindblad Expeditions Holdings, Inc. Q2 2017 2017-08-06 C
CCOI Cogent Communications Holdings, Inc. Q2 2017 2017-08-03 B
INTU Intuit Inc. Q3 2017 2017-05-23 B+
SAH Sonic Automotive, Inc. Q1 2017 2017-04-26 C
FIVN Five9, Inc. Q4 2016 2017-02-17 B+
SQ Square's Q2 2016 2016-08-04 A
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How the model reasoned

APLE · Q4 2021 → YESThe task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. Answer with exactly YES or NO. YES The transcript shows a clear positive current development in the company's hotel portfolio recovery, particularly around Q1 2022 demand trends and operational metrics. In prepared remarks, Justin Knight and Liz Perkins highlight overall RevPAR improvement, leisure strength, and business travel recovery, but without granular February specifics.
MKC · Q2 2018 → YESThe task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. YES NO (Gate 2 fails because the Frank’s/French’s growth is repeatedly tied to specific large retailers, national accounts, and one major customer whose shelf-reset decisions and promotional activity are named or implied as key drivers; the transcript never establishes a broad, granular base of many independent counterparties whose small decisions are widening adoption.
GAIA · Q2 2018 → YESThe task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. Answer with exactly YES or NO. YES The transcript shows a positive current development in organic subscriber growth and the member referral program. Prepared remarks note organic contributions over 40% and reduced marketing spend. Q&A provides additive details: specific referral mechanics (7-day free watch), ambassador program vs.

More from the question bank

Answers go deeper than the scriptOvertaken by their own successSpending like a bigger company on purposeRunning hot in customers' handsPriced for a smaller companyForward agenda is conversion workAll 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.