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External validators converging

External validators converging: multiple independent outside parties have recently, concretely endorsed the company with

Calls Tested
497
Answered YES
109
Hit Rate
21.9%
rare by design

Archer-Daniels-Midland Company (ADM) — this company's answers

NO on the Q4 2022 call 2023-01-26 C+
The model's full reasoning — Q4 2022 call → NO我们根据问题要求,判断管理层是否描述了至少两个独立外部方近期采取了具体行动,且管理层将这些行动视为验证了未来贡献仍占主要部分的轨迹。 在转录中,管理层提到了多个外部方:例如,与Pepsi的再生农业协议(具体客户承诺)、与LG Chem的合资(合作伙伴投入资源)、碳捕获和储存(CCS)能力、以及多个项目(如North Dakota的合资压榨和精炼设施)。但我们需要确认这些是否属于“最近几个季度”的“具体行动”,且是否被视为“验证轨迹,贡献仍主要在未来”。 管理层提到了: - 与Pepsi的再生农业协议(去年宣布)——但这是具体协议,属于客户承诺。 - 与LG Chem的合资——属于合作伙伴投入。 - 此外,还提到多个产能扩张和项目(如Serbia等)。 但这些是否被管理层明确视为“外部方背书”并连接到一个尚未充分反映的轨迹?管理层主要是在谈论公司的战略和项目,而不是明确地说有两个独立外部方各自采取行动并验证未来轨迹。另外,问题要求“至少两个独立的方”,并且这些行动必须“在最近几个季度内”进行。 在转录中,管理层提到“我们去年宣布的与百事达成的再生农业协议”,但这是去年,可能不是“最近几个季度”。此外,提到“与LG Chem的合资”,但未提供具体时间或行动细节。管理层更侧重于自身项目和计划,而非强调外部方背书。 此外,问题要求管理层的词句传达“一个连贯的模式:至少两个独立的方各自采取了具体行动”,并且管理层将这些背书连接到一个“贡献仍主要在未来”的轨迹。在转录中,管理层没有明确这样表述。管理层提到各种项目,但未明确将外部方作为验证。 因此,依据转录,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 that MORE THAN ONE INDEPENDENT OUTSIDE PARTY has RECENTLY put something real of its own behind this company — money, orders, capacity, reputation, approval, or partnership — in ways that are costly for those parties to reverse, AND does management treat this convergence of outside endorsement as validating a trajectory whose contribution is still mostly ahead of the reported results? Answer YES when management's own words convey, in whatever form fits the business, ONE coherent pattern: at least two genuinely separate outside parties or party groups — for example a major customer committing or expanding, a partner dedicating its own resources, an institution granting approval or admission, a sophisticated investor or strategic party putting capital in, a large counterparty designating or specifying the company, or distributors and channel members stocking up with their own money — have each, within roughly the recent few quarters, taken concrete actions (signed, ordered, paid, deployed, approved, invested, committed) rather than expressed interest, AND management connects these endorsements to real current activity while conveying that the business they imply is early relative to the company's reported size. The parties must be independent of each other, and the actions must be done or in motion, not negotiated or hoped for. Answer NO if only one outside party's action is described, however large. NO if the endorsements are letters of intent, pilots without commitment, discussions, pipeline, or routine renewals at customary scale. NO if the outside actions are already fully reflected in the reported results. NO if the validation is generic ('we work with leading companies') without concrete recent actions. NO if the parties' actions are chiefly rescue financing or balance-sheet repair. NO if the convergence appears only in an analyst's question that management does not itself affirm. Use only the supplied transcript. Answer only YES or NO.

Companies that answered YES

TickerCompanyCallDateCall grade
MMLP Martin Midstream Partners L.P. Q2 2024 2024-07-18 B
CRGO Freightos Limited Q1 2024 2024-05-20 C+
ERO Ero Copper Corp. Q1 2024 2024-05-10 A
AZEK The AZEK Company Inc. Q2 2024 2024-05-08 B+
AES The AES Corporation Q1 2024 2024-05-03 C+
WEC WEC Energy Group, Inc. Q1 2024 2024-05-01 A
DUOT Duos Technologies Group, Inc. Q4 2023 2024-04-01 F
ASM Avino Silver & Gold Mines Ltd. Q4 2023 2024-03-21 C+
KOPN Kopin Corporation Q4 2023 2024-03-14 C+
GIII G-III Apparel Group, Ltd. Q4 2024 2024-03-14 C
NICE NICE Ltd. Q4 2023 2024-02-22 B+
HP Helmerich & Payne, Inc. Q1 2024 2024-01-30 C
EMKR EMCORE Corporation Q4 2023 2023-12-12 C+
BRBR BellRing Brands, Inc. Q4 2023 2023-11-21 B+
ICCM IceCure Medical Ltd Q3 2023 2023-11-15 D
AIRG Airgain, Inc. Q3 2023 2023-11-09 F
EFXT Enerflex Ltd. Q3 2023 2023-11-09 C+
NVAX Novavax, Inc. Q3 2023 2023-11-09 F
SCPH scPharmaceuticals Inc. Q3 2023 2023-11-08 B
QTRX Quanterix Corporation Q3 2023 2023-11-07 B
AEP American Electric Power Company, Inc. Q3 2023 2023-11-02 C+
APAM Artisan Partners Asset Management Inc. Q3 2023 2023-11-01 C+
DXLG Destination XL Group, Inc. Q2 2023 2023-08-24 D
KMDA Kamada Ltd. Q2 2023 2023-08-16 B+
APPS Digital Turbine, Inc. Q1 2024 2023-08-08 D
SITM SiTime Corporation Q2 2023 2023-08-02 C+
MBLY Mobileye Global Inc. Q2 2023 2023-07-28 B+
IMAX IMAX Corporation Q2 2023 2023-07-26 B+
GVP GSE Systems, Inc. Q1 2023 2023-05-15 D
PFIE Profire Energy, Inc. Q1 2023 2023-05-13 B
SPIR Spire Global, Inc. Q1 2023 2023-05-10 B
INGN Inogen, Inc. Q1 2023 2023-05-05 F
BRX Brixmor Property Group Inc. Q1 2023 2023-05-02 A
CRBG Corebridge Financial, Inc. Q4 2022 2023-02-22 B
TOST Toast, Inc. Q4 2022 2023-02-16 C+
ADPT Adaptive Biotechnologies Corporation Q4 2022 2023-02-14 C+
PI Impinj, Inc. Q4 2022 2023-02-08 B+
ARWR Arrowhead Pharmaceuticals, Inc. Q4 2022 2022-11-28 D
CUE Cue Biopharma, Inc. Q3 2022 2022-11-14 D
BLZE Backblaze, Inc. Q3 2022 2022-11-11 D
ICL ICL Group Ltd Q3 2022 2022-11-09 B+
SIBN SI-BONE, Inc. Q3 2022 2022-11-07 C+
MEC Mayville Engineering Company, Inc. Q3 2022 2022-11-05 B+
SYY Sysco Corporation Q1 2023 2022-11-01 C+
AWRE Aware, Inc. Q3 2022 2022-10-30 F
EVGO EVgo, Inc. Q2 2022 2022-08-09 C+
DM Desktop Metal, Inc. Q2 2022 2022-08-08 F
FLR Fluor Corporation Q2 2022 2022-08-05 D
CRL Charles River Laboratories International Q2 2022 2022-08-03 C
SYM Symbotic Inc. Q3 2022 2022-08-01 B+
OGI OrganiGram Holdings Inc. Q3 2022 2022-07-14 B+
FLYW Flywire Corporation Q1 2022 2022-05-14 B+
ZVIA Zevia PBC Q1 2022 2022-05-12 B
VNRX VolitionRx Limited Q1 2022 2022-05-12 F
OPK OPKO Health, Inc. Q1 2022 2022-05-09 D
BXP Boston Properties, Inc. Q1 2022 2022-05-03 A
SOPH SOPHiA GENETICS SA Q4 2021 2022-03-15 C
CDXC ChromaDex Corporation Q4 2021 2022-03-09 C+
KD Kyndryl Holdings, Inc. Q4 2021 2022-03-01 C+
FLUX Flux Power Holdings, Inc. Q2 2022 2022-02-10 D
GTES Gates Industrial Corporation plc Q4 2021 2022-02-07 C+
OOMA Ooma, Inc. Q3 2022 2021-12-02 B+
GFS GLOBALFOUNDRIES Inc. Q3 2021 2021-11-30 A
BFI BurgerFi International, Inc. Q3 2021 2021-11-12 C
ALHC Alignment Healthcare, Inc. Q3 2021 2021-11-06 B+
CYBR CyberArk Software Ltd. Q3 2021 2021-11-04 B+
WMB The Williams Companies, Inc. Q3 2021 2021-11-02 B
ASAN Asana, Inc. Q2 2022 2021-09-01 B+
LOPE Grand Canyon Education, Inc. Q2 2021 2021-08-08 C
UFI Unifi, Inc. Q4 2021 2021-08-07 B
CRS Carpenter Technology Corporation Q4 2021 2021-08-01 A
EHTH eHealth, Inc. Q2 2021 2021-07-29 F
TENB Tenable Holdings, Inc. Q2 2021 2021-07-27 A
ADSK Autodesk, Inc. Q3 2019 2018-11-20 A
ALB Albemarle Corporation Q3 2018 2018-11-08 B
T AT&T Inc. Q3 2018 2018-10-24 C+
PRIM Primoris Services Corporation Q2 2018 2018-08-11 C+
YUM Yum! Brands, Inc. Q2 2018 2018-08-02 C
XOM Exxon Mobil Corporation Q2 2018 2018-07-27 C
MKC McCormick & Company, Incorporated Q2 2018 2018-06-28 C+
HPE Hewlett Packard Enterprise Company Q2 2018 2018-05-22 B+
ILMN Illumina, Inc. Q1 2018 2018-04-24 A
ACHC Acadia Healthcare Company, Inc. Q4 2017 2018-02-22 C+
EPAM EPAM Systems, Inc. Q4 2017 2018-02-16 B
INST Instructure's Q4 2017 2018-02-12 B+
UNH UnitedHealth Group Incorporated Q4 2017 2018-01-16 A
CPK Chesapeake Utilities Corporation Q3 2017 2017-11-10 A
MITK Mitek Systems, Inc. Q4 2017 2017-11-07 C+
MKTX MarketAxess Holdings Inc. Q3 2017 2017-10-25 C+
HSTM HealthStream, Inc. Q3 2017 2017-10-24 C
GNTX Gentex Corporation Q3 2017 2017-10-20 B
MXL MaxLinear, Inc. Q2 2017 2017-08-08 C+
CNS Cohen & Steers, Inc. Q2 2017 2017-07-20 B
PTC PTC Inc. Q3 2017 2017-07-19 C+
PLAB Photronics, Inc. Q2 2017 2017-05-17 C+
IONS Ionis Pharmaceuticals, Inc. Q1 2017 2017-05-09 C
BP BP p.l.c. Q4 2016 2017-02-07 B+
WYY WidePoint Corporation Q3 2016 2016-11-09 D
TGI Triumph Group, Inc. Q2 2017 2016-11-03 C+
NTCT NetScout Systems, Inc. Q2 2017 2016-10-27 D
ARAY Accuray Incorporated Q4 2016 2016-08-17 B
GES Guess?, Inc. Q1 2017 2016-05-25 F
GOGO Gogo Inc. Q1 2016 2016-05-06 C+
SPR Spirit AeroSystems Holdings, Inc. Q1 2016 2016-04-29 D
ACCO ACCO Brands Corporation Q1 2016 2016-04-27 B+
WK Workiva Inc. Q4 2015 2016-03-01 B
HPP Hudson Pacific Properties, Inc. Q4 2015 2016-02-25 C
ENLC EnLink Midstream, LLC Q4 2015 2016-02-17 C+
JJSF J&J Snack Foods Corp. Q1 2016 2016-01-26 C

How the model reasoned

DUOT · Q4 2023 → YESThe question is: Does management describe that MORE THAN ONE INDEPENDENT OUTSIDE PARTY has RECENTLY put something real of its own behind this company — money, orders, capacity, reputation, approval, o...NO The transcript mentions new AI subscription and support services contracts with two major railroads, which are concrete recent actions by two independent outside parties. However, management describes these as "just the beginning," indicating that the business implied is early relative to the company's reported size. This meets the criteria for YES under the specific conditions provided but the overall context of poor financials and the need for capital infusion suggests the actions may not fully align with the "validating a trajectory whose contribution is still mostly ahead" aspect in a way that overrides the NO criteria for rescue financing or balance-sheet repair. The patent grant is an approval but not a party putting money or orders behind the company in the required sense. Partnerships with Dell and NVIDIA are strengthened but not new concrete actions costing to reverse. Thus, the answer is NO.
TENB · Q2 2021 → YESThe question is about whether management describes more than one independent outside party recently putting something real behind the company, and treating this as validating a trajectory still mostly...YES The transcript shows management describing multiple independent outside parties taking concrete recent actions that validate the company's trajectory as still early relative to reported results. Specifically, NIST selected Tenable as one of 18 technologies for its Zero Trust initiative, granting formal approval and admission. Separately, the company entered a $375 million credit agreement with lenders to support growth, providing capital backing. These actions—approval and investment—are treated by management as endorsements of the business's early-stage potential, with references to ongoing deployments and pipeline activity in areas like OT and AD that exceed the current reported size. The parties are independent, and the actions are recent and in motion rather than reflective of fully realized results.
CRGO · Q1 2024 → YESThe question is: Does management describe that MORE THAN ONE INDEPENDENT OUTSIDE PARTY has RECENTLY put something real of its own behind this company — money, orders, capacity, reputation, approval, o...NO The transcript describes partnerships or expansions with United Airlines, Delta Cargo, Singapore Airlines, and Fits Cargo, but these are presented as ongoing or expanding relationships rather than new, concrete recent actions from multiple independent parties that validate an early-stage trajectory. The United Airlines example is a specific commitment to build a portal, yet the 49 carrier sellers and new additions are framed as rollouts already reflected in results, with pipeline mentions indicating future activity. Management connects these to growth but does not clearly treat the convergence as validating a trajectory mostly ahead of reported results in a way that meets the criteria for multiple independent endorsements with costly commitments.

More from the question bank

The bottleneck is inside and being paid awayProfit machinery upgraded while volume stillRepeat pull from proven relationships plus rSkeptical premise dismantled with receiptsSmall company, disproportionate current winsNew chapter with early proofAll 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.