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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 · compa

Calls Tested
4,995
Answered YES
108
Hit Rate
2.2%
rare by design

Barnes & Noble Education, Inc. (BNED) — this company's answers

NO on the Q3 2023 call 2023-03-09 F
NO on the Q4 2022 call 2022-06-29 C+
NO on the Q3 2018 call 2018-03-01 C
The model's full reasoning — Q4 2022 call → NOWe need to evaluate the transcript against two gates. Gate 1: Is there a positive current development that management presents as going well, and does the Q&A produce more concrete operating detail than the prepared remarks? Gate 2: Is the primary engine of that development something the company itself created and controls, rather than external factors? Let's analyze the transcript. The call is about fiscal Q4 2022 results. Management highlights several positive developments: inclusive access offerings (First Day by Course and First Day Complete), general merchandise growth via Fanatics and Lids partnership, and DSS growth (Bartleby, Student Brands). They also mention new business wins. In the prepared remarks, they give numbers: First Day Complete grew to 76 stores, revenue $106M, etc. They also mention that for fall, 112 stores committed. They talk about the impact on course material sales. In the Q&A, the first question from Ryan MacDonald asks about the opportunity to convert First Day by Course to First Day Complete. Jonathan Shar answers that they have campuses converting, and they expect trends to continue. He mentions that they have 112 stores for fall, 547k students. That's somewhat repeating prepared remarks. Then Ryan asks about variables like opt-in rates, credit hours, pricing. Jonathan gives some detail: pricing is customized per institution, based on weighted average book list, etc. He says it's aligned with expectations. He also mentions that they look at it annually. That's some detail but not a lot of new specifics. The second question from Alex Fuhrman asks about guidance and the decline from pre-COVID levels. Mike Huseby explains that wholesale EBITDA dropped from $35M to $3.5M, and that's a big factor. He talks about the retail growth and DSS investment. He also mentions that they are being careful with capital allocation, and that new stores are co-funded by Fanatics and Lids. He also mentions pruning stores. Jonathan adds that there is demand for new business wins, and they have had three years of over $100M in gross sales. So, the Q&A does provide some additional detail, but is it substantially more concrete than the prepared remarks? The prepared remarks already gave numbers for First Day Complete, growth, etc. The Q&A adds some color on pricing customization, but not a lot of new operational specifics.
The model's full reasoning — Q3 2018 call → NOWe need answer only YES or NO. Need evaluate both gates. Need use only transcript. Gate 1: positive current development, Q&A adds more concrete operating detail than prepared remarks. Need identify development. In prepared remarks, management highlights First Day inclusive access program, MBS performance, Student Brands, partnerships with McGraw-Hill/Pearson, OER courses, etc. Q&A: analysts ask about gross margin, Student Brands growth, rental decline, First Day expansion. Need see if Q&A adds concrete operating detail about a positive current development. First question: gross margin up, asks how much driven by Student Brands, sustainable. Barry/Mike answer: Student Brands high margin, service revenue, but no specific new operating detail. Mike says expect more transparency next year, not speculate. Not additive. Second question: Student Brands growth, how fast, exciting properties. Kanuj says not disclosing, priority to take into BNC/MBS footprint, expect acceleration. No concrete specifics. Third: rental side slowdown, what drives. Patrick explains combination: average selling price down, digital growth, First Day uptick. Not positive development detail. Fourth: First Day expansion, more universities? Patrick says both, example Wright State meeting yesterday expanding sections and growing schools, partnership with publishers. This is some concrete detail but only one exchange. Also earlier prepared remarks already said First Day doubling adoptions, pilots, agreements. Q&A adds Wright State example, but is that enough? Need multiple exchanges additive. The Q&A has four exchanges; first two about gross margin/Student Brands not additive specifics; third about rental weakness; fourth about First Day adds some detail but not multiple exchanges. Also no substantial operational detail like volumes, timing, economics. So Gate 1 likely NO. Gate 2: main positive development? If First Day, engine is company's own product/service, but need Gate 1 yes. Since Gate 1 no, answer NO. Need final only YES/NO.
The model's full reasoning — Q3 2023 call → NO我们根据提供的电话会议记录评估两个门。门1要求有一个积极当前的发展,在问答中提供了比准备发言更多具体操作细节。门2要求该发展主要由公司自身行为驱动,而非外部环境。我们分析。 门1:管理层的准备发言提到了“First Day Complete”强劲增长,收入增长76%,讨论加速采用,与数百家学校对话,等等。在问答中,分析师询问学校转换时间、保留学生等。Jonathan和Mike提供了更多细节,如桥接年、不同学校情况、新业务如孟菲斯大学等。虽然有一定新增细节,但这是否构成“比准备发言更多具体操作细节”?准备发言已包含大量关于First Day Complete的细节。问答中新增了桥接年、新客户等,但主要是重复。我们需要看是否多次交换中管理层的回答是增量的。分析师问了两个问题:一个关于FDC转换,一个关于DSS/AI。对于FDC,回答提供了更多关于桥接年、新客户、不同学校情况,但仍是高层面的。对于DSS/AI,回答提供了使用AI工具等,但那是准备发言中也提到过。门1要求“substantially MORE”关于实际状态。准备发言已经详述了FDC增长及对话。问答中新增了具体客户如孟菲斯大学,桥接年机制,但不够具体到体积、时间等。且只有一个主要正面发展被追问。整个问答中,关于FDC的追问有两轮(Ryan和Alex的问题),但内容有重复。我认为门1可能不满足,因为问答没有产生大量新的具体操作细节。准备发言已经非常详细。因此门1可能为NO。 门2:正面发展是First Day Complete,这是公司自己的模式,公司推动采用,依靠自身销售。外部环境?没有提到行业顺风,主要是公司战略。但管理层也提到某些学校因内部流程推迟,但仍是公司推动。因此引擎是公司自己。但门1已NO,所以整体NO。 因此答案为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. Decide what the PRIMARY ENGINE of that development is. Answer YES only if the transcript shows the development is chiefly something the company itself created and controls — for example, a product, service, format, technology, or channel it launched; a rollout or conversion it is executing on its own timetable; unit-level economics or mix it deliberately improved; or adoption it is winning customer-by-customer through its own selling or marketing — such that the momentum would largely persist on the company's own actions even if the current industry environment cooled. Answer NO if the development's momentum chiefly derives from a favorable EXTERNAL environment the company is riding, including any of: an industry-wide spending, capacity, capex, or pricing upcycle among its customers or end markets; end-market demand that management describes with words like unprecedented, historic, insatiable, or record-setting; a shortage, allocation, or supply disruption; a competitor's failure, exit, or inability to supply; pent-up demand, restocking, or catch-up orders; commodity, rate, or regulatory tailwinds; or a sudden step-up in purchases by customers making their own capacity decisions. Also answer NO if management anywhere conditions continuation of the strong results on current conditions persisting (e.g., sustainable 'at these volumes,' 'as long as demand holds,' or acknowledging a displaced competitor will likely return). If the engine is mixed or unclear, 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.

Companies that answered YES

TickerCompanyCallDateCall grade
MNDY monday.com Ltd. Q4 2024 2024-05-15 A
ZLAB Zai Lab Limited Q1 2024 2024-05-09 B
YOU Clear Secure, Inc. Q1 2024 2024-05-08 C+
STIM Neuronetics, Inc. Q1 2024 2024-05-07 B
CMG Chipotle Mexican Grill, Inc. Q1 2024 2024-04-24 A
CSGP CoStar Group, Inc. Q1 2024 2024-04-23 B+
SAP SAP SE Q1 2024 2024-04-22 B
AREC American Resources Corporation Q4 2023 2024-03-28 F
QRHC Quest Resource Holding Corporation Q4 2023 2024-03-12 C+
ALKT Alkami Technology, Inc. Q4 2023 2024-03-02 A
MCW Mister Car Wash, Inc. Q4 2023 2024-02-21 D
TYL Tyler Technologies, Inc. Q4 2023 2024-02-15 C+
GDDY GoDaddy Inc. Q4 2023 2024-02-13 B+
SYY Sysco Corporation Q2 2024 2024-01-30 B+
STLD Steel Dynamics, Inc. Q4 2023 2024-01-24 C+
CSPI CSP Inc. Q4 2023 2023-12-12 D
ATXS Astria Therapeutics, Inc. Q3 2023 2023-11-13 C
SCPH scPharmaceuticals Inc. Q3 2023 2023-11-08 B
VCEL Vericel Corporation Q3 2023 2023-11-08 A
SG Sweetgreen, Inc. Q3 2023 2023-11-04 D
CHRD Chord Energy Corporation Q3 2023 2023-11-02 A
PLTR Palantir Technologies Inc. Q3 2023 2023-11-02 B
REGN Regeneron Pharmaceuticals, Inc. Q3 2023 2023-11-02 C+
DASH DoorDash, Inc. Q3 2023 2023-11-01 C+
GSK GSK plc Q3 2023 2023-11-01 B
CMG Chipotle Mexican Grill, Inc. Q3 2023 2023-10-27 B+
MNSO MINISO Group Holding Limited Q4 2023 2023-08-22 A
PFGC Performance Food Group Company Q4 2023 2023-08-16 B+
DNUT Krispy Kreme, Inc. Q2 2023 2023-08-10 C
RBLX Roblox Corporation Q2 2023 2023-08-09 C+
PODD Insulet Corporation Q2 2023 2023-08-08 B+
MVST Microvast Holdings, Inc. Q2 2023 2023-08-07 C+
PTLO Portillo's Inc. Q2 2023 2023-08-05 B
CIVI Civitas Resources, Inc. Q2 2023 2023-08-03 B
IDT IDT Corporation Q3 2023 2023-06-05 C
STIM Neuronetics, Inc. Q1 2023 2023-05-13 B
VECO Veeco Instruments Inc. Q1 2023 2023-05-08 B
LTH Life Time Group Holdings, Inc. Q1 2023 2023-04-25 A
SCPH scPharmaceuticals Inc. Q4 2022 2023-03-22 C+
COCO The Vita Coco Company, Inc. Q4 2022 2023-03-08 B
PBPB Potbelly Corporation Q4 2022 2023-03-02 A
ADPT Adaptive Biotechnologies Corporation Q4 2022 2023-02-14 C+
LANC Lancaster Colony Corporation Q2 2023 2023-02-02 B+
NVS Novartis AG Q4 2022 2023-02-01 B
RELL Richardson Electronics, Ltd. Q2 2023 2023-01-05 B+
CUTR Cutera, Inc. Q3 2022 2022-11-05 C
MUR Murphy Oil Corporation Q3 2022 2022-11-03 B+
LPX Louisiana-Pacific Corporation Q3 2022 2022-11-01 B+
INMD InMode Ltd. Q3 2022 2022-10-27 B+
INVZ Innoviz Technologies Ltd Q2 2022 2022-08-10 D
FLGT Fulgent Genetics, Inc. Q2 2022 2022-08-04 C+
GTHX G1 Therapeutics, Inc. Q1 2022 2022-08-03 D
SYM Symbotic Inc. Q3 2022 2022-08-01 B+
TMUS T-Mobile US, Inc. Q2 2022 2022-07-27 B+
AZO AutoZone, Inc. Q3 2022 2022-05-24 B+
AXON Axon Enterprise, Inc. Q1 2022 2022-05-10 B+
VEV Vicinity Motor Corp. Q4 2021 2022-03-30 D
HRTX Heron Therapeutics, Inc. Q4 2021 2022-02-28 D
INCY Incyte Corporation Q4 2021 2022-02-08 C+
TMDX TransMedics Group, Inc. Q3 2021 2021-11-09 C+
ATRC AtriCure, Inc. Q3 2021 2021-11-03 C
SUPN Supernus Pharmaceuticals, Inc. Q3 2021 2021-11-03 C+
ZI ZoomInfo Technologies Inc. Q3 2021 2021-11-01 A
ASAN Asana, Inc. Q2 2022 2021-09-01 B+
CHWY Chewy, Inc. Q2 2021 2021-09-01 B
VVV Valvoline Inc. Q3 2021 2021-08-06 B+
TIGO Millicom International Cellular S.A. Q2 2021 2021-07-31 B+
SAP SAP SE Q2 2021 2021-07-21 B+
UPWK Upwork Inc. Q3 2018 2018-11-11 B+
MYO Myomo, Inc. Q3 2018 2018-11-05 C
CFG Citizens Financial Group, Inc. Q3 2018 2018-10-19 A
UAL United Airlines Holdings, Inc. Q3 2018 2018-10-17 B+
INSP Inspire Medical Systems, Inc. Q2 2018 2018-08-12 A
REI Ring Energy, Inc. Q2 2018 2018-08-09 B
GAIA Gaia, Inc. Q2 2018 2018-08-06 B+
RNG RingCentral, Inc. Q2 2018 2018-08-06 A
FRPT Freshpet, Inc. Q2 2018 2018-08-06 B+
TSLA Tesla, Inc. Q2 2018 2018-08-02 B
OOMA Ooma, Inc. Q1 2019 2018-05-22 A
ZG Zillow Group's Q1 2018 2018-05-08 C+
QLYS Qualys, Inc. Q1 2018 2018-05-02 B+
CPS Cooper-Standard Holdings Inc. Q1 2018 2018-05-02 B
VRTX Vertex Pharmaceuticals Incorporated Q1 2018 2018-04-26 C+
SYK Stryker Corporation Q1 2018 2018-04-26 B+
TNC Tennant Company Q4 2017 2018-02-22 B
TMUS T-Mobile US, Inc. Q4 2017 2018-02-09 B+
NICE NICE Ltd. Q3 2017 2017-11-04 A
SAMG Silvercrest Asset Management Group Inc. Q3 2017 2017-11-03 A
VC Visteon Corporation Q3 2017 2017-10-28 B+
PRO PROS Holdings, Inc. Q3 2017 2017-10-26 B+
SRPT Sarepta Therapeutics, Inc. Q3 2017 2017-10-26 C+
CAL Caleres, Inc. Q2 2017 2017-08-29 B+
LITE Lumentum Holdings Inc. Q4 2017 2017-08-09 B+
FRPT Freshpet, Inc. Q2 2017 2017-08-07 B+
INTU Intuit Inc. Q3 2017 2017-05-23 B+
ADAP Adaptimmune Therapeutics plc Q1 2017 2017-05-10 D
ISDR Issuer Direct Corporation Q1 2017 2017-05-06 C
XPO XPO Logistics, Inc. Q1 2017 2017-05-04 B
SRPT Sarepta Therapeutics, Inc. Q1 2017 2017-04-28 D
SAH Sonic Automotive, Inc. Q1 2017 2017-04-26 C
SYK Stryker Corporation Q4 2016 2017-01-24 C+
MCS The Marcus Corporation Q3 2016 2016-10-27 C+
GSK GSK plc Q3 2016 2016-10-26 B
VYGR Voyager Therapeutics, Inc. Q2 2016 2016-08-11 A
SQ Square's Q2 2016 2016-08-04 A
DGII Digi International Inc. Q3 2016 2016-07-28 B
PAR PAR Technology Corporation Q1 2016 2016-05-04 D
PM Philip Morris International Inc. Q1 2016 2016-04-19 B+

How the model reasoned

RBLX · Q2 2023 → YESThe task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. YES The transcript shows a clear positive current development in advertising, where management's prepared remarks mention live ads, 200 activations, 19% of top 100 with ad units, and some demand exceeding supply. In the Q&A, they add fresh specifics like pricing strategy (gentle now, floating later), new ad unit types, 12% of top 100 using portals, demand in 17-24 female cohort, self-serve options, and brand volume challenges. These details are operational and additive across multiple exchanges, meeting GATE 1 criteria. For GATE 2, advertising is driven by Roblox's own creation and control: 200 activations, portal ad units, self-serve platform, and rollout execution. It's not reliant on external industry tailwinds but on their platform improvements and brand engagement. This satisfies the primary engine condition.
SG · Q3 2023 → YESThe task is to evaluate two gates based on the Sweetgreen earnings call transcript and return YES only if both gates are YES, otherwise NO. YES The transcript shows a clear positive current development in Infinite Kitchen, with management's Q&A responses adding substantial new operational details—such as first-unit performance, customer experience improvements, margin leverage, AUV targeting, retrofit opportunities, and throughput optimizations—that go beyond the prepared remarks' high-level plans. This satisfies Gate 1 criteria for additive, substantive detail across multiple exchanges. For Gate 2, Infinite Kitchen is a proprietary technology the company developed and controls, with momentum driven by its own execution, customer adoption, and operational refinements rather than external tailwinds, making it the primary engine.
ALKT · Q4 2023 → YESThe task is to evaluate two gates based on the earnings call transcript and return YES only if both are YES, otherwise NO. YES The transcript shows a clear positive current development in the bank's market progress and add-on sales momentum, with Q&A providing substantial new operational details like specific backlog numbers, implementation timelines, product adoption rates, and customer-specific challenges that go beyond the prepared remarks. For GATE 2, the primary engine is Alkami's own platform, cloud-native architecture, and execution on replacements of legacy systems, which would largely continue even if external conditions shifted, as the company is actively winning share through its controlled rollout and product improvements.

More from the question bank

Spending like a bigger company on purposeAnswers go deeper than the scriptPriced for a smaller companyOvertaken by their own successRunning hot in customers' handsOutside actors already movingAll 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.