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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

Upland Software, Inc. (UPLD) — this company's answers

NO on the Q4 2017 call 2018-03-08 C+
The model's full reasoning — Q4 2017 call → NO我们根据提供的财报电话会议记录来判断。管理层是否描述了多个独立外部方最近采取了具体行动(如投资、大额订单、部署、批准等),并且这些行动尚未完全反映在已报告的结果中,且管理层将这些行动视为对公司未来轨迹的验证。 在记录中,管理层提到了: - 新增客户和扩展:例如,Q4新增151个新客户,其中19个是主要账户(超过$25k年经常性收入),并列举了具体例子,如一家大型财产意外险保险公司承诺使用知识管理平台($130k/年),两个会员组织承诺移动消息平台($60k和$40k/年),等等。这些是具体的客户承诺。 - 收购:2017年完成了四项收购(Omtool, RightAnswers, Waterfall, Qvidian),这些是外部方(被收购公司)的股东接受了对价,但这是收购,不是外部方对公司的投资。 - 融资:2017年进行了后续股权发行($42.7百万)和扩大信贷额度(从$90百万到$200百万),这些是外部投资者和银行提供的资金,但这是公司融资,不是外部方对公司业务的直接背书。 - 客户扩展:Q4有227个现有客户扩展,包括21个主要扩展(超过$25k),并列举了具体例子。 管理层是否将这些行动视为“验证轨迹,其贡献仍主要在未来”?在电话会议中,管理层强调有机增长为正,但主要增长来自收购。他们提到“我们不需要有机增长来达到我们的数字”,并强调收购策略。他们提到客户忠诚度和NPS,但未明确说这些外部行动是“早期”的。 关键点:是否有至少两个独立外部方(如客户、合作伙伴、投资者)在最近几个季度采取了具体行动(如签署、订购、支付、部署、批准、投资),并且管理层将这些行动与当前活动联系起来,同时表明这些行动所暗示的业务相对于公司报告规模仍处于早期? 从记录看,有多个新客户和扩展客户的具体承诺,这些是独立的外部方(不同公司)。例如,一家财产险保险公司、两个会员组织、一个基础维修服务提供商等。这些是具体的合同承诺,不是意向。管理层在描述这些时,将其作为Q4的成果,并提到“我们欢迎了151个新客户”,这些是已发生的。 但管理层是否将这些视为“早期”相对于公司规模?管理层提到“我们仍处于早期阶段”(“we're still in the early innings”),但这是指整个公司的发展,不是特指这些客户承诺。此外,管理层强调收购是主要增长动力,有机增长是“ icing on the cake”。 问题要求:管理层是否描述了多个独立外部方最近采取了具体行动,并且这些行动尚未完全反映在已报告结果中,且管理层将这些行动视为验证轨迹?从记录看,客户承诺是已发生的,并已计入Q4结果(因为Q4收入已报告)。但管理层在讨论Q4时提到了这些新客户,这些是当季的,所以已反映在结果中。然而,管理层可能暗示这些客户带来的未来收入(因为经常性收入)是未来的,但Q4报告的收入已经包括了这些客户的部分收入(如果他们在Q4开始)。实际上,新客户在Q4签约,其收入可能从Q4开始,所以已部分反映。 但问题更关注的是“最近几个季度”的行动,且“尚未完全反映在已报告结果中”。例如,如果客户在Q4签约,其全年收入尚未完全实现,但Q4已报告。管理层在电话会议中讨论这些时,是作为Q4的成果,并未明确说这些是“早期”的。 另外,是否有多个独立外部方?是的,有多个客户。但管理层是否将这些视为“验证轨迹”?管理层提到“客户忠诚度”和“NPS”,但未明确说这些客户行动验证了未来增长。 此外,还有收购,但收购是公司购买其他公司,不是外部方对公司投资。 融资方面,股权发行和信贷额度是外部方提供资金,但这是公司融资,不是对公司业务的直接背书。 综合来看,管理层描述了多个新客户和扩展,这些是具体行动,但管理层并未明确将这些行动与“早期”轨迹联系起来,而是作为当季业绩。此外,这些行动已反映在Q4结果中(因为Q4收入包括这些客户)。因此,可能不符合“尚未完全反映”的条件。 但问题问的是“最近几个季度”的行动,且“贡献仍大部分在未来”。例如,新客户签约后,其经常性收入将在未来多年产生,所以贡献大部分在未来。管理层在描述这些时,可能隐含了这一点,但并未明确说“这些客户带来的收入尚未完全体现”。 另外,管理层提到“我们仍处于早期阶段”,但这是指整个公司,不是特指这些客户。 我认为,虽然有多位客户,但管理层并未明确将这些客户行动视为“验证轨迹”且“贡献仍大部分在未来”。他们只是报告了Q4的业绩。 因此,答案应为NO。 但让我们再仔细看:管理层在讨论Q4时,列举了具体客户,并说“这些忠诚度转化为业务”,这暗示这些客户行动是正面的,但并未说这些是“早期”的。 此外,问题要求“至少两个独立外部方”采取“具体行动”,且“管理层将这些行动与当前活动联系起来,同时表明这些行动所暗示的业务相对于公司报告规模仍处于早期”。管理层没有明确说“相对于公司规模仍处于早期”,而是说“我们仍处于早期阶段”指整个公司。 因此,我认为答案是否定的。 最终答案: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.