Question Bank › Fresh evidence outrunning the reported numbers

Fresh evidence outrunning the reported numbers

Calls Tested
450
Answered YES
27
Hit Rate
6%
rare by design

Toast, Inc. (TOST) — this company's answers

NO on the Q4 2022 call 2023-02-16 C+
The model's full reasoning — Q4 2022 call → NO我们根据要求分析管理层是否反复以“新鲜且早期”的具体运营事实为基础来论证公司未来。关键点:这些事实必须是在最近一两个季度内开始、发生或首次可见的;必须是已经真实存在的(实际订单、客户、发货、开业、转换、使用、活动或承诺,而非管道、兴趣或计划);并且管理层明确表示这些贡献只是开始,大部分影响尚未反映在报告结果中。 在电话会议中,管理层提到了几个具体发展: 1. 收购Delphi Display Systems(提供数字菜单和得来速产品)——这是新宣布的,但收购尚未完成,且管理层表示“对2023年P&L不重大”,但战略上重要。这算“最近发生”但贡献尚未体现。 2. 与Google的集成(Order with Google)——上周宣布,已上线,但管理层没有明确说其贡献尚未体现,只是说“解锁另一个渠道”。 3. 其他产品如Toast invoicing(Q3推出,已有5000客户使用)——但这是Q3的,不算最近。 4. 国际扩张——仍在早期,但管理层没有具体说最近有什么实际成果。 管理层反复强调的论据主要是:市场机会巨大(不到10%渗透率)、行业趋势、平台价值、客户案例(如Silver Diner、Cameron Mitchell等)——但这些案例是过去季度的,不是“最近一两个季度”的新鲜事。而且管理层没有明确说这些案例的贡献尚未反映在数字中。 关键问题:管理层是否将“最近发生的、已实际产生、但贡献尚未完全体现”的发展作为核心论据?收购Delphi是最近宣布的,但尚未完成,且不重大。Google集成是新的,但管理层没有强调其贡献尚未体现。其他如QSR产品、Toast Capital等,都是持续进行的。 管理层在回答关于2023年展望时,主要依赖市场韧性、平台价值、产品创新管道,而不是具体的新近发展。他们提到“我们有一个令人兴奋的产品管道”,但那是计划,不是已发生的。 因此,答案应为NO。

← Back to the full TOST analysis

Show the exact prompt the model was given
Using ONLY the supplied earnings call transcript and no outside information: On this call, does management repeatedly ground its case for the company's future in OPERATING FACTS THAT ARE BOTH FRESH AND EARLY — concrete business developments that (a) began, occurred, or first became visible only within roughly the last quarter or two, (b) are already real today (actual orders, customers, shipments, openings, conversions, utilization, activity, or commitments in hand — not pipeline, interest, or plans), and (c) are explicitly described by management as only the BEGINNING of their contribution, with most of their effect still ahead of the reported results? Answer YES when management's own words convey, in whatever form fits the business, ONE coherent evidentiary posture across the call: the strongest support for where the company is heading consists of recently-arrived, already-real developments whose weight has not yet landed in the published numbers. The developments may take any form that fits the industry — new business recently won and now beginning to flow; a product, facility, capability, or offering that recently went live and is now producing its first real activity; customers or counterparties who recently started, expanded, or converted and are now ramping; recently secured commitments now entering delivery; or a recent operational change whose measurable results have just started appearing. What matters is that management (1) points to these developments as things that actually happened or started recently — described in the past or present tense with concrete substance, not as intentions; (2) treats them, individually or together, as meaningful to the company's trajectory relative to its current size; and (3) states, directly or plainly in substance, that the results just reported capture only a small share of what these developments are expected to contribute, so the reported period understates the business as it now stands. Answer NO if management's forward case rests mainly on market conditions, industry tailwinds, pipeline, opportunity size, or general optimism rather than on identifiable recent developments already producing. NO if the cited developments are plans, negotiations, pilots without results, or contingent on approvals, financing, or decisions not yet made. NO if the recent developments are already substantially reflected in the reported results, with no meaningful contribution still ahead. NO if the fresh facts are routine in scale for this company — the ordinary cadence of wins, openings, or orders this business always reports — with no sense that they step the company beyond its current level. NO if management describes recent developments but never conveys that their contribution is still mostly ahead of the numbers. NO if the call is chiefly explaining weakness, delays, or problems with previously promised developments. NO if the posture 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
HCKT The Hackett Group, Inc. Q1 2024 2024-05-08 C
ROCK Gibraltar Industries, Inc. Q1 2024 2024-05-01 B+
HUYA HUYA Inc. Q4 2023 2024-03-19 C
GIII G-III Apparel Group, Ltd. Q4 2024 2024-03-14 C
SCPH scPharmaceuticals Inc. Q3 2023 2023-11-08 B
GVP GSE Systems, Inc. Q1 2023 2023-05-15 D
CARS Cars.com Inc. Q1 2023 2023-05-06 B
BRX Brixmor Property Group Inc. Q1 2023 2023-05-02 A
SOL ReneSola Ltd Q3 2022 2022-12-01 C+
SYY Sysco Corporation Q1 2023 2022-11-01 C+
OGI OrganiGram Holdings Inc. Q3 2022 2022-07-14 B+
VNRX VolitionRx Limited Q1 2022 2022-05-12 F
BFIN BankFinancial Corporation Q1 2022 2022-05-06 A
BXP Boston Properties, Inc. Q1 2022 2022-05-03 A
PRPO Precipio, Inc. Q3 2018 2018-11-19 D
GECC Great Elm Capital Corporation Q3 2018 2018-11-13 B
AGIO Agios Pharmaceuticals, Inc. Q3 2018 2018-11-01 C
WES Western Midstream Partners, LP Q3 2018 2018-10-31 D
PRIM Primoris Services Corporation Q2 2018 2018-08-11 C+
IRT Independence Realty Trust, Inc. Q2 2018 2018-08-02 B
MKC McCormick & Company, Incorporated Q2 2018 2018-06-28 C+
MXL MaxLinear, Inc. Q2 2017 2017-08-08 C+
LIND Lindblad Expeditions Holdings, Inc. Q2 2017 2017-08-06 C
IONS Ionis Pharmaceuticals, Inc. Q1 2017 2017-05-09 C
BP BP p.l.c. Q4 2016 2017-02-07 B+
ARAY Accuray Incorporated Q4 2016 2016-08-17 B
GOGO Gogo Inc. Q1 2016 2016-05-06 C+

How the model reasoned

BRX · Q1 2023 → YESThe question is: Does management repeatedly ground its case for the company's future in OPERATING FACTS THAT ARE BOTH FRESH AND EARLY — concrete business developments that (a) began, occurred, or firs...NO The transcript repeatedly references recent leasing activity, occupancy records, and reinvestment deliveries as evidence of momentum, but these are framed as already-visible outcomes from the last quarter rather than fresh developments whose full impact is still ahead. The forward-looking elements—$60 million ABR commenced over the past year, $56 million signed but not commenced, and $38 million in forward pipeline—are explicitly described as commitments whose effects are still to come, not as already-real activity producing measurable results today. Management does not present these as concrete, early-stage facts that have begun contributing in a way that understates the reported period; instead, the case for future 2023 growth rests on guidance adjustments and expectations for continued momentum, which aligns more with industry tailwinds and pipeline size than with the required posture of fresh, already-real developments whose contribution is only beginning.
GECC · Q3 2018 → YESThe question is about whether management repeatedly grounds its case for the company's future in OPERATING FACTS THAT ARE BOTH FRESH AND EARLY. YES The transcript shows management repeatedly anchoring its forward outlook on Avanti’s three newly signed contracts (June, August, and September 2018) — concrete, already-executed deals whose revenue impact is described as “significant revenue growth… ultimately translate into significant and recurring cash flow,” with most of the effect still ahead of the Q3 numbers. This posture is reiterated in both prepared remarks and the Q&A, and Avanti is explicitly called out as the largest portfolio position. No other developments receive comparable emphasis as “fresh and early” operating facts whose contribution remains largely future-weighted. The answer is therefore YES.
BP · Q4 2016 → YESThe question is: Does management repeatedly ground its case for the company's future in OPERATING FACTS THAT ARE BOTH FRESH AND EARLY — concrete business developments that (a) began, occurred, or firs...**YES** Management repeatedly anchors its forward-looking case in concrete, recently realized operating developments that began or became visible only in the last quarter or two of 2016 and are already producing measurable activity today, with the bulk of their contribution still ahead of the reported results. Key examples include: - Six major project start-ups 2016 (In Salah Southern Fields, Point Thomson, Angola LNG, Thunder Horse water injection, Amenas compression, Thunder Horse South Expansion — the last 11 months ahead of schedule and $150 million under budget), already contributing to production and cash flow.

More from the question bank

Sequential re-ratingCustomers coming back on their ownPromise already turning into factAnswers go deeper than the scriptEscape velocity out of a small baseSold before it existsAll 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.