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First domino, named next dominoes

First domino, named next dominoes: management generalizes a fresh win into a repeatable template and points to the speci

Calls Tested
461
Answered YES
9
Hit Rate
2%
rare by design

iRobot Corporation (IRBT) — this company's answers

NO on the Q3 2021 call 2021-10-28 D
The model's full reasoning — Q3 2021 call → NOWe need answer YES/NO. Need analyze transcript. Need determine if management takes recent real success and generalizes as repeatable template, and identifies specific next places already in motion. Let's parse transcript. Company iRobot. Q3 2021. They discuss strong results, supply chain, tariffs. Strategic milestones: Genius 3.0, Roomba J7 Plus, iRobot Select subscription service, partnership with Bona, CRM. They mention iRobot Select scaling, subscribers growth. They say "iRobot Flex is now scaling quickly in the U.S., while counterparts from Japan, the iRobot Smart Plan is also enjoying strong growth. Overall, we ended Q3 with nearly 50,000 global subscribers, with approximately 40% of these customers in the U.S. Since launching iRobot select a year ago, we have accelerated past the pace of adding new subscribers from dozens per week to hundreds per week to over a thousand customers per week." This is a success. Do they generalize as template? They talk about subscription offerings as new ways to increase existing customer revenue, appealing to price-sensitive customers. They say "As we continue adding thousands of new subscribers each quarter, we expect to exit '22 with a growing base of annualized recurring revenue." But do they identify specific next places where template is applied? They mention U.S. and Japan already. Maybe "iRobot Flex is now scaling quickly in the U.S., while counterparts from Japan, the iRobot Smart Plan is also enjoying strong growth." That's existing. They don't name new geographies. They mention "expanded iRobot select subscription service to include the Roomba J7 Plus" in October. That's product expansion, not new market. They don't identify specific next places beyond current U.S./Japan. They say "we expect to exit '22 with growing base" but no specific next countries. Another possible: partnership with Bona to sell cleaning solution alongside Braava jet M6. Is that a proven success? It was announced last week, not yet performing. No. Another: Genius platform and J7 Plus launch. They say "we introduced... latest upgrade... Roomba J7 Plus, our first robot designed with Genius from inception." They talk about differentiation. But not a template with next instances.

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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 take a RECENT, REAL SUCCESS the company has actually achieved — a won customer, a completed project or deployment, a successful product introduction, a first site, market, program, or partnership that is now demonstrably working and producing real business — and explicitly GENERALIZE it, telling investors in substance: "what we just did here is not a one-off — it is a template we can repeat," AND does management identify the SPECIFIC NEXT PLACES where that same template is already being applied right now? Answer YES when management's own words convey, in whatever form fits the business, ONE coherent reasoning pattern with both halves present: (1) A PROVEN FIRST INSTANCE, TREATED AS A TEMPLATE. Management points to something concrete that has already worked — actually delivered, sold, opened, deployed, launched, or performing in the recent period, not merely planned or piloted without results — and explains why that success is REPEATABLE rather than unique to the circumstances: for example, that the win demonstrates a formula, model, approach, or capability that transfers to other customers, sites, regions, products, or applications; that the hardest part (proving it works) only had to be done once; or that the first instance created a reference, blueprint, or playbook that makes each following instance easier, faster, or cheaper to land than the first. (2) THE NEXT REPETITIONS ARE IDENTIFIED AND ALREADY IN MOTION. Management names or clearly identifies where the template is being applied next — specific additional customers, accounts, sites, geographies, applications, programs, or counterparties (named, or described concretely enough to be individually identifiable, such as "three additional systems in the same network," "the next two plants," "two more national accounts in the same vertical") — and describes that work as actively underway or committed now (in negotiation from an inbound referral, in qualification, contracted, being built, onboarding, or launching), not as a generic pipeline, a market-size claim, or a someday ambition. It should come through that these repetitions, if they land, are meaningful to the company's trajectory relative to its current size. The essence is ONE phenomenon: the first domino has actually fallen, management explains why the dominoes are alike, and management points to the specific next dominoes already tipping. The industry, the nature of the win, and the form of the repetition may vary widely. Answer NO if management reports strong results, wins, or growth without articulating that a specific success is a repeatable template. NO if the "repeatability" talk is generic scalability language ("our model is highly scalable," "this is a large opportunity," "we see many similar prospects") without concrete identified next instances in motion. NO if the first instance is still unproven — a pilot with no results yet, a launch with nothing sold, a deal signed but not yet performing. NO if the next instances are only a hoped-for pipeline, unnamed prospects, or a market statistic. NO if the repetitions described are the routine, ordinary cadence of a business that always adds similar customers or locations at a steady pace, with nothing about a newly proven template changing the trajectory. NO if the template idea appears only in an analyst's question or characterization that management does not itself adopt and substantiate. Use only the supplied transcript. Answer only YES or NO.

Companies that answered YES

TickerCompanyCallDateCall grade
MCD McDonald's Corporation Q2 2024 2024-07-29 D
PUMP ProPetro Holding Corp. Q4 2023 2024-02-21 C+
GOLD Barrick Gold Corporation Q3 2023 2023-11-02 C
FLR Fluor Corporation Q2 2022 2022-08-05 D
UPWK Upwork Inc. Q2 2022 2022-07-27 C+
LOW Lowe's Companies, Inc. Q3 2021 2021-11-17 B+
T AT&T Inc. Q3 2018 2018-10-24 C+
IRT Independence Realty Trust, Inc. Q2 2018 2018-08-02 B
ACHC Acadia Healthcare Company, Inc. Q4 2017 2018-02-22 C+

How the model reasoned

T · Q3 2018 → YESThe question is: Does management take a RECENT, REAL SUCCESS and explicitly GENERALIZE it as a template they can repeat, AND identify SPECIFIC NEXT PLACES where that template is already being applied?...YES The transcript shows management treating the AdWorks success (22% revenue growth on a declining subscriber base) as a proven template for targeted advertising, then explicitly identifying the next applications: applying the same technology to Turner inventory and signing up additional distributors (Frontier and Altice) as concrete next repetitions already in motion. 5G and FirstNet do not qualify because their first instances are still prospective or ongoing without a completed, repeatable proof-of-concept.
LOW · Q3 2021 → YESThe question is about whether management takes a recent real success and generalizes it as a template they're applying to specific next places. YES The transcript shows management treating the market-based delivery model as a proven template after the first success in Florida and the second in Ohio Valley this quarter. They explicitly generalize it as a repeatable approach that is already driving measurable results (higher sales in appliances, improved margins, reduced inventory, higher on-time delivery) and plan 18+ months of rollout across the entire US.
FLR · Q2 2022 → YESThe question is about whether management takes a recent, real success and generalizes it as a template they can repeat, and identifies specific next places where it's being applied. YES The transcript shows management treating the LNG 1 project (awarded last quarter) as a proven template: David Constable states they have “proven that our mid-scale modular design and execution plans facilitates repeatable models that can be used to replicate and fast track similar LNG plants in the future.

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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.