Question Bank › Small reported base, oversized already-contracte

Small reported base, oversized already-contracted forward commitments

Calls Tested
1,498
Answered YES
59
Hit Rate
3.9%
rare by design

Jack in the Box Inc. (JACK) — this company's answers

NO on the Q1 2017 call 2017-02-23 D
The model's full reasoning — Q1 2017 call → NO我们根据规则，只使用提供的电话会议记录。管理层是否描述了未来业务，这些业务是对方已经承诺给公司的（合同、订单、奖励计划、承诺量、积压订单或已商定的扩张），并且管理层自己认为这些业务相对于公司当前报告的业务水平来说是巨大的，预计在接下来大约一年内开始或继续转化为实际收入或活动？需要满足三个条件：(a) 前瞻性业务已经确定，由对方决定并承诺，而不是管道、投标、谈判或期望的需求；(b) 管理层在自己的框架中传达了这种不成比例，将其与当前收入或活动进行比较，称其为创纪录或前所未有的，或描述了为交付它而需要进行的扩张、招聘或准备；(c) 贡献是近期的，并且大部分仍在刚刚报告的结果之后，因此今天的数字低估了已经捕获的业务。 在电话会议中，管理层讨论了Jack in the Box品牌的再特许经营计划。他们提到已签署意向书，出售约75家餐厅，包括未来开发协议。这算是对手方已承诺的业务吗？意向书是承诺，但尚未最终确定。管理层说“已签署意向书”，但最终交易尚未完成。他们提到“我们正在按计划进行”，但尚未关闭。此外，他们提到开发协议，但这是未来增长。然而，管理层没有将其描述为相对于当前业务规模巨大，也没有说这是创纪录的。他们只是说进展良好。此外，再特许经营是出售餐厅，不是增加收入，而是减少公司运营，增加特许权使用费收入，但这不是“新业务”的承诺。另外，他们提到Qdoba的交付和忠诚度计划，但这些都是测试或早期阶段，不是已承诺的业务。没有提到任何已签署的合同或承诺量。因此，答案应为NO。 规则：如果前瞻性故事依赖于需求强度、市场机会、管道或仍在谈判中的交易，则答案为NO。这里再特许经营是已签署意向书，但尚未最终确定，且不是收入增长，而是资产出售。管理层没有将其描述为巨大或创纪录。因此，答案为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 FUTURE BUSINESS THAT COUNTERPARTIES HAVE ALREADY COMMITTED TO THE COMPANY — signed contracts, firm orders, awarded programs, committed volumes, backlog, or agreed expansions, in whatever form fits the industry — that management itself presents as LARGE RELATIVE TO THE COMPANY'S CURRENT REPORTED LEVEL OF BUSINESS, with conversion into actual revenue or activity expected to begin or continue within roughly the coming year? Answer YES when management's own words convey ALL of: (a) the forward business is already secured — decided and committed by the counterparty, not pipeline, bids, negotiations, or hoped-for demand; (b) management conveys the disproportion in its own framing — comparing it to current revenue or activity, calling it record or unprecedented for the company, or describing the expansion, hiring, or preparation now required to deliver it; and (c) the contribution is near-dated and mostly still ahead of the results just reported, so today's numbers understate the business already captured. Answer NO if the forward story rests on demand strength, market opportunity, pipeline, or deals still being negotiated. NO if the committed business is routine in size for this company or is ordinary backlog worked off at the usual pace. NO if conversion is distant, undated, or contingent on approvals, financing, or decisions not yet made. NO if management is chiefly explaining delays or cancellations of previously committed business. NO if the disproportion appears only in an analyst's model that management does not itself affirm. Use only the supplied transcript. Answer only YES or NO.

Companies that answered YES

TickerCompanyCallDateCall grade
AIP Arteris, Inc. Q1 2024 2024-05-04 A
KOPN Kopin Corporation Q4 2023 2024-03-14 C+
HSAI Hesai Group Q4 2023 2024-03-12 D
EFXT Enerflex Ltd. Q3 2023 2023-11-09 C+
MAC The Macerich Company Q3 2023 2023-10-31 D
EVLV Evolv Technologies Holdings, Inc. Q2 2023 2023-08-10 B+
TGLS Tecnoglass Inc. Q2 2023 2023-08-08 A
OSK Oshkosh Corporation Q2 2023 2023-08-01 B+
NXT Nextracker Inc. Q1 2024 2023-07-28 C+
USAP Universal Stainless & Alloy Products, In Q2 2023 2023-07-26 B
DLR Digital Realty Trust, Inc. Q4 2022 2023-02-16 C+
ROAD Construction Partners, Inc. Q1 2023 2023-02-10 A
FLNC Fluence Energy, Inc. Q1 2023 2023-02-09 B+
ACLS Axcelis Technologies, Inc. Q4 2022 2023-02-09 A
SMRT SmartRent, Inc. Q3 2022 2022-11-13 B
PFMT Performant Financial Corporation Q3 2022 2022-11-12 C
BEEM Beam Global Q3 2022 2022-11-10 C+
TT Trane Technologies plc Q3 2022 2022-11-02 A
PLOW Douglas Dynamics, Inc. Q3 2022 2022-11-01 B+
FSLR First Solar, Inc. Q3 2022 2022-10-28 C+
RDI Reading International, Inc. Q2 2022 2022-08-14 C
CMAX CareMax, Inc. Q2 2022 2022-08-13 C
EVGO EVgo, Inc. Q2 2022 2022-08-09 C+
UUUU Energy Fuels Inc. Q2 2022 2022-08-09 C
CRL Charles River Laboratories International Q2 2022 2022-08-03 C
SYM Symbotic Inc. Q3 2022 2022-08-01 B+
VNRX VolitionRx Limited Q1 2022 2022-05-12 F
NSIT Insight Enterprises, Inc. Q1 2022 2022-05-08 A
KTCC Key Tronic Corporation Q3 2022 2022-05-07 C
JCI Johnson Controls International plc Q2 2022 2022-05-04 C
VSH Vishay Intertechnology, Inc. Q1 2022 2022-05-03 B
SILC Silicom Ltd. Q1 2022 2022-04-30 B+
ADSE ADS-TEC Energy PLC Q4 2021 2022-04-28 D
VALN Valneva SE Q4 2021 2022-03-24 C
FAT FAT Brands Inc. Q4 2021 2022-03-21 F
CDMO Avid Bioservices, Inc. Q3 2022 2022-03-08 B+
CMT Core Molding Technologies, Inc. Q4 2021 2022-03-08 C+
STN Stantec Inc. Q4 2021 2022-02-27 A
AMAT Applied Materials, Inc. Q1 2022 2022-02-16 B+
FLUX Flux Power Holdings, Inc. Q2 2022 2022-02-10 D
PLUS ePlus inc. Q3 2022 2022-02-03 C+
GFS GLOBALFOUNDRIES Inc. Q3 2021 2021-11-30 A
PNR Pentair plc Q3 2021 2021-10-26 C+
GDS GDS Holdings Limited Q2 2021 2021-08-17 C+
AGYS Agilysys, Inc. Q1 2022 2021-07-27 A
DOV Dover Corporation Q2 2021 2021-07-20 B+
BKYI BIO-key International, Inc. Q3 2018 2018-11-15 D
TPIC TPI Composites, Inc. Q3 2018 2018-11-11 C
PRIM Primoris Services Corporation Q2 2018 2018-08-11 C+
FTK Flotek Industries, Inc. Q2 2018 2018-08-08 F
NPO EnPro Industries, Inc. Q2 2018 2018-08-02 C
MVIS MicroVision, Inc. Q2 2018 2018-07-31 D
FSS Federal Signal Corporation Q1 2018 2018-05-12 A
CG The Carlyle Group Inc. Q1 2018 2018-05-04 B
CPK Chesapeake Utilities Corporation Q3 2017 2017-11-10 A
LEA Lear Corporation Q2 2017 2017-07-26 B+
VSAT Viasat, Inc. Q4 2017 2017-05-23 C+
TGEN Tecogen Inc. Q2 2016 2016-08-10 C+
GOGO Gogo Inc. Q1 2016 2016-05-06 C+

How the model reasoned

VALN · Q4 2021 → YESThe question is about whether management describes future business that counterparties have already committed to, that's large relative to current business, and expected soon. NO The transcript shows management referencing existing purchase agreements and specific deliveries (e.g., 24.3 million doses in Q2-Q3 2022), but the overall 2022 revenue guidance explicitly includes both existing agreements and anticipated new contracts to be concluded over the coming months. The "up to" structure and 2022-2023 timeline indicate that not all volume is firmly committed and secured today, with some elements still in negotiation or pipeline. Management does not frame the full guidance range as already-decided and disproportionate in a way that excludes future deals; instead, it presents the range as incorporating both secured and expected additional contracts.
EVLV · Q2 2023 → YESThe question is about whether management describes future business that counterparties have already committed to, that's large relative to current business, with conversion expected soon. YES The transcript explicitly presents RPO of $198.3 million as a record high, up 145% year-over-year and 23% sequentially, and frames it as committed future revenue from existing contracts. Management contrasts this with current quarterly revenue of $19.8 million and ARR of $54 million, stating 2023 ARR will more than double from $34 million at the end of 2022 to $70-72 million. They note subscriptions growing to 4,500 by year-end from 3,386, with RPO expected to support this growth.
HSAI · Q4 2023 → YESThe question is about whether management describes future business that counterparties have already committed to, that's large relative to current business, with conversion expected soon. NO The transcript describes forward business through customer forecasts, order book additions, and planned SOP expansions for 2024, but does not present any committed, secured contracts or programs as "large relative to current reported business" with the required disproportion in management's own framing. Instead, it frames these as forecast-based growth and pipeline expansions, with explicit distinctions between awarded programs and RFI/RFQ opportunities.

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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.