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Sequential re-rating

Sequential re-rating: management describes the same offering landing bigger the second and third time around

Calls Tested
498
Answered YES
7
Hit Rate
1.4%
rare by design

GSE Systems, Inc. (GVP) — this company's answers

NO on the Q1 2023 call 2023-05-15 D
The model's full reasoning — Q1 2023 call → NOWe need to determine if management describes successive engagements of the same kind coming in at progressively larger size. The question asks: does management convey that deals/orders/contracts/projects/customers/sites/programs are individually bigger, broader, or longer than before for the same offering? We need to look for a comparison against the company's own recent past, already real and recurring, and early (i.e., not yet fully reflected in results). Let's review the transcript. Kyle Loudermilk and Emmett Pepe discuss new orders, backlog, etc. Key points: - New orders in Q1 2023 were $19.1 million, highest in nearly three years. Backlog $40.9 million, highest in over a year. - Performance Engineering orders increased 130% to $14.7 million vs $6.4 million in Q1 2022. - Major deal: renewal contract with two U.S. government engineering labs, five-year contract worth up to $28 million. They say "GSE has been under a series of service contracts with these laboratories for over 20 years, and this renewal is a testament to the strong relationships...". This is a renewal, but is it larger than previous? They don't explicitly say it's larger than previous contracts. They say "renewal contract that includes a meaningful expansion of services" - so expansion of services suggests broader scope. But is that a comparison to the company's own past? They say "meaningful expansion" but not explicitly that it's larger than previous contracts. However, they do say "renewal" and "expansion" - so it's a larger scope than before? Possibly. - Another win: upgrade of training simulators at Olkiluoto nuclear power plant in Finland, worth nearly $900,000. That's a specific project, not necessarily larger than past. - They talk about industry trends, but not about their own deal sizes escalating. - Emmett Pepe: "We are pleased with the progress that we are seeing in our order flow for the first quarter, which as Kyle has indicated, is the highest for the company in three years." That's about total orders, not average size. - They mention "new orders" and "backlog" but not that the average size of each order is increasing. - They talk about "Performance Engineering division continues to perform well" with revenues, but not about deal size. - They mention "software and support sales of $1.2 million up from roughly $400,000" - that's a revenue increase, not necessarily deal size.

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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 the company's SUCCESSIVE ENGAGEMENTS OF THE SAME KIND ARE COMING IN AT PROGRESSIVELY LARGER SIZE — that is, does management convey that the deals, orders, contracts, projects, customers, sites, or programs it is landing NOW are individually bigger, broader, or longer than the ones it was landing for the same offering not long ago, so that each new instance of essentially the same business is worth more to the company than the last? Answer YES when management's own words convey, in whatever form fits the business, ONE coherent phenomenon as a present-tense reality: the unit size of the company's own repeatable business is escalating. Any genuine expression of this counts, and the form varies widely across industries. For example — management noting that the average size of new orders, contracts, or deals has stepped up versus what the company used to sign; that its newest customers are starting at a level its early customers took years to reach, or are entering at broader scope from the outset; that where it once sold a single unit, department, site, or product, the same type of buyer now commits to many at once; that follow-on commitments from the same counterparties are arriving at multiples of the initial ones; that the projects, programs, or engagements it is now being awarded are individually larger or longer-dated than its historical norm; that initial commitments increasingly arrive as full deployments rather than as trials; or that the largest single piece of business in the company's history was just signed and management presents it as part of an upward drift in deal size rather than an isolated event. Three things should come through in management's own voice. First, A COMPARISON AGAINST THE COMPANY'S OWN RECENT PAST — management contrasts the size or scope of what it is landing now with what it was landing before for substantially the same offering, so the point is escalation of unit size, not merely more units or a good quarter. Second, ALREADY REAL AND RECURRING — the larger instances are things actually signed, ordered, awarded, or begun in the recent period, and management conveys a pattern rather than one exceptional event; a single record deal counts only if management frames it as part of an upward drift in the size of what the company is winning. Third, EARLY — management conveys, directly or plainly in substance, that this escalation is recent enough that the reported results still largely reflect the smaller-instance era, and that further instances at the new, larger size are already forming, in negotiation, or expected to keep arriving. Answer NO if management simply reports strong demand, more customers, higher revenue, or a good quarter without conveying that the individual size of what it lands has grown versus its own past. NO if the growth described comes purely from volume — more of the same-sized business — or from price increases on unchanged scope. NO if larger deals are only hoped for, targeted, sitting in a pipeline, or described as an ambition to move upmarket. NO if the only evidence is one outsized transaction that management itself treats as exceptional or non-repeating. NO if large engagements have always been the ordinary unit of this company's business and nothing about their size has changed. NO if management is chiefly describing deal sizes shrinking, scopes being cut, customers downsizing commitments, or contracts being renegotiated smaller. NO if the escalation is already mature and fully reflected in current results, with nothing further ahead. NO if the idea appears only in an analyst's question or characterization that management does not itself affirm. Use only the supplied transcript. Answer only YES or NO.

Companies that answered YES

TickerCompanyCallDateCall grade
ASO Academy Sports and Outdoors, Inc. Q1 2024 2024-06-11 C+
AKYA Akoya Biosciences, Inc. Q2 2023 2023-08-07 C+
SPT Sprout Social, Inc. Q2 2023 2023-08-04 B+
SGRY Surgery Partners, Inc. Q2 2022 2022-08-02 B+
CYBR CyberArk Software Ltd. Q3 2021 2021-11-04 B+
ASAN Asana, Inc. Q2 2022 2021-09-01 B+
OWL Blue Owl Capital Inc. Q2 2021 2021-08-10 B+

How the model reasoned

AKYA · Q2 2023 → YESThe question is: Does management describe that the company's SUCCESSIVE ENGAGEMENTS OF THE SAME KIND ARE COMING IN AT PROGRESSIVELY LARGER SIZE? YES The transcript shows management describing a clear pattern of escalating project sizes in the translational/clinical space. Brian notes a migration from exploratory studies (reasonable size) to larger retrospective studies and even larger retrospective-prospective ongoing clinical studies, with projects moving "further and further downstream.
ASAN · Q2 2022 → YESThe question is: Does management describe that the company's SUCCESSIVE ENGAGEMENTS OF THE SAME KIND ARE COMING IN AT PROGRESSIVELY LARGER SIZE? YES Management describes exactly this pattern. Dustin notes the company is “closing larger deals and expanding seats across departments and geographies quickly in large organizations,” and that the growth in the >$50k cohort “reflected an acceleration in our largest enterprise customers.
SGRY · Q2 2022 → YESThe question is: Does management describe that the company's SUCCESSIVE ENGAGEMENTS OF THE SAME KIND ARE COMING IN AT PROGRESSIVELY LARGER SIZE? YES The transcript shows management describing exactly this pattern for physician recruiting cohorts. Wayne notes that the 2022 cohorts are “no exception to this trend, bringing more cases with a higher overall net revenue per case than our 2021 cohorts did in the same period last year.

More from the question bank

Answers go deeper than the scriptFresh evidence outrunning the reported numbeSold before it existsCustomers coming back on their ownPromise already turning into factThe open question just closedAll 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.