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Repeat pull from proven relationships plus room left

Repeat pull from proven relationships plus room left: the installed base is expanding on its own initiative and is still

Calls Tested
499
Answered YES
37
Hit Rate
7.4%
rare by design

Eagle Materials Inc. (EXP) — this company's answers

NO on the Q3 2022 call 2022-01-27 B
The model's full reasoning — Q3 2022 call → NOWe need to determine if the transcript shows both halves: (1) existing counterparties taking more on their own initiative, and (2) management conveying that these relationships are lightly penetrated with room to grow. Let's examine the transcript. The company is Eagle Materials, with cement and wallboard businesses. The call discusses strong demand, pricing, volumes, etc. Key points: - Wallboard volumes could have been stronger if homes could be completed due to supply chain issues. This suggests demand is there but not fully realized. However, that's about end-market demand, not necessarily existing customers taking more. - Cement plants are virtually sold out. That means they are selling all they can produce, but that's not about customers expanding; it's about capacity constraints. - The company mentions "we have the capability to flex existing production to meet short to mid-term demand swings." That's about their own capacity. - They talk about price increases, but that's not about customers taking more volume. - They mention "our volumes in gypsum wallboard could have been even stronger this quarter if homes that were started could have been completed." That's about external constraints. - They mention "we are still a long way from impeding demand in our markets." That's about demand overall, not specifically existing customers expanding. Is there any mention of existing customers, accounts, partners, members, or programs taking more? The transcript doesn't specifically discuss customer relationships, expansions, or existing accounts increasing their orders. It's more about overall market demand and pricing. The question asks: "does management describe that counterparties the company has ALREADY SERVED AND PROVEN ITSELF WITH — existing customers, accounts, partners, members, or programs — are CURRENTLY, ON THEIR OWN INITIATIVE, TAKING OR COMMITTING TO MEANINGFULLY MORE from the company than they previously did?" There is no such description. The growth is attributed to market demand, pricing, and volume increases, but not specifically to existing customers expanding their relationships. The company talks about being sold out, but that's about capacity, not about customers taking more.

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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 counterparties the company has ALREADY SERVED AND PROVEN ITSELF WITH — existing customers, accounts, partners, members, or programs — are CURRENTLY, ON THEIR OWN INITIATIVE, TAKING OR COMMITTING TO MEANINGFULLY MORE from the company than they previously did (larger or earlier reorders, broader deployments, added sites, products, or scope, relationships stepped up to bigger phases), AND does management convey that these same relationships remain LIGHTLY PENETRATED — that what these counterparties have taken so far is still a small share of what they could take — so that the expansion now visible is early? Answer YES when both halves come through in management's own words as one coherent, present-tense story, in whatever form fits the business: (1) real expansion behavior already occurring in the recent period across more than an isolated account — driven by the counterparties' own choice after direct experience, not by price increases pushed onto unchanged volumes, and not merely contractual auto-renewal; and (2) management conveying, directly or plainly in substance, that substantial room remains inside these same relationships — more sites, volume, scope, or usage those counterparties could still take — with the fuller contribution ahead of the reported results. Answer NO if growth is attributed mainly to new-customer wins with nothing about existing relationships deepening. NO if the expansion is only hoped for, in pipeline, or projected. NO if the deepening rests on a single account or a one-time bulge management expects to fade. NO if management indicates the relationships are already substantially penetrated with little room left. NO if retention or loyalty language is generic with no observed expansion behavior described. NO if the pattern appears only in an analyst's question that management does not itself affirm. Use only the supplied transcript. Answer only YES or NO.

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FLYW Flywire Corporation Q1 2022 2022-05-14 B+
ZVIA Zevia PBC Q1 2022 2022-05-12 B
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SOPH SOPHiA GENETICS SA Q4 2021 2022-03-15 C
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TENB Tenable Holdings, Inc. Q2 2021 2021-07-27 A
DGX Quest Diagnostics Incorporated Q2 2021 2021-07-22 B+
ADSK Autodesk, Inc. Q3 2019 2018-11-20 A
YUM Yum! Brands, Inc. Q2 2018 2018-08-02 C
ORAN Orange SA Q2 2018 2018-07-26 B
MKC McCormick & Company, Incorporated Q2 2018 2018-06-28 C+
CVS CVS Health Corporation Q1 2018 2018-05-02 B+
BCOV Brightcove Inc. Q1 2018 2018-04-26 B+
ILMN Illumina, Inc. Q1 2018 2018-04-24 A
ATI Allegheny Technologies Incorporated Q1 2018 2018-04-24 B
UPLD Upland Software, Inc. Q4 2017 2018-03-08 C+
HOLX Hologic, Inc. Q4 2017 2017-11-08 D
CCOI Cogent Communications Holdings, Inc. Q2 2017 2017-08-03 B
PTC PTC Inc. Q3 2017 2017-07-19 C+
WYY WidePoint Corporation Q3 2016 2016-11-09 D
GOGO Gogo Inc. Q1 2016 2016-05-06 C+
WK Workiva Inc. Q4 2015 2016-03-01 B

How the model reasoned

ZVIA · Q1 2022 → YESThe question is about whether management describes existing customers taking more from the company on their own initiative, and that these relationships are still lightly penetrated. YES Management describes existing customers (households and Club channel buyers) already taking meaningfully more through velocity (51% of growth), higher buy rates (+9%), and heavier consumption in the food channel, while conveying that these relationships remain lightly penetrated with substantial room ahead (new households, expanded flavors, broader deployments). This is 100% present-tense, driven by counterparties’ own choice after direct experience, not price hikes or auto-renewal, and the expansion is already occurring across multiple accounts rather than isolated or projected.
PI · Q4 2022 → YESThe question is about whether management describes existing customers expanding their business with the company, and that these relationships are still lightly penetrated. YES The transcript shows management describing existing customers expanding through program expansions, broader deployments, and continued system deployments that are already occurring and expected to drive large volumes in 2023 and beyond, while conveying that these relationships remain lightly penetrated with substantial room for further growth in scope, sites, and usage.
CVS · Q1 2018 → YESThe question is about whether management describes existing customers taking more from the company on their own initiative, and that these relationships are still lightly penetrated. YES The transcript shows management describing existing partnerships (Optum and Cigna clients) already taking more programs through an uptick in CVS Pharmacy and MinuteClinic offerings, driven by the companies' own adoption after experience, with continued opportunities for 2020 and beyond indicating substantial room remains in those relationships.

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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.