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Ecosystem forming: independent outsiders are building businesses on what the company provides

Calls Tested
478
Answered YES
7
Hit Rate
1.5%
rare by design

Portillo's Inc. (PTLO) — this company's answers

NO on the Q2 2023 call 2023-08-05 B
The model's full reasoning — Q2 2023 call → NOWe need to determine if the transcript describes independent outside parties building their own products/services/businesses on top of, around, or in support of what Portillo's provides, with management affirming this as real and current. Scanning the transcript: The discussion is about Portillo's own operations, new restaurant openings, margins, pricing, labor, etc. There is no mention of third-party developers, integrators, franchisees (they are company-owned), or any ecosystem. The only third-party mentions are suppliers (commodities), delivery services (third-party delivery commissions), and customers. No independent building around the company's offering. Management does not describe any such phenomenon. Thus answer 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 INDEPENDENT OUTSIDE PARTIES — people or organizations the company does not control — are now BUILDING THEIR OWN PRODUCTS, SERVICES, CONTENT, OR BUSINESSES ON TOP OF, AROUND, OR IN SUPPORT OF WHAT THE COMPANY PROVIDES, investing their own time, money, or effort in ways that make the company's offering more useful, more visible, or harder to replace — and does management present this outside building as something actually happening and growing now, rather than as a plan or aspiration? Answer YES when management's own words convey, in whatever form fits the business, ONE coherent phenomenon: an ecosystem the company does not own is forming around it. Any genuine expression of this counts, and the form varies widely across industries. For example — outside developers building applications, integrations, or extensions on the company's platform or technology; integrators, consultants, or agencies building dedicated practices around the company's offering; other companies designing their own products to work with, connect to, or be compatible with the company's; suppliers or service providers retooling or organizing themselves around the company's standard or format; creators, trainers, or educators building content, curricula, or followings around the company's product; independent operators opening locations, launching services, or starting businesses whose own success depends on the company's platform; or a marketplace, developer base, or community of independent participants that is visibly growing around what the company provides. Two things should come through in management's own voice. First, the outside building must be REAL AND CURRENT — described with some concrete grounding (who is building, what they are making, how the activity is growing, or how much of it there now is), not as a vision of an ecosystem the company hopes someday to create. Second, the builders must be INDEPENDENT actors choosing to invest around the company because their own success is tied to it — not the company's own subsidiaries or controlled entities, not ordinary customers simply buying the product for their own use, and not vendors merely fulfilling work the company contracted and paid for. The essence is that outsiders are voluntarily spending their own resources to make the company's offering more valuable. Answer NO if the only third-party relationships described are ordinary commercial ones — customers buying, suppliers supplying, resellers reselling, or partners executing agreements the company funds or directs. NO if 'ecosystem,' 'platform,' 'community,' or 'network' language is generic promotion with no concrete third-party building activity described. NO if the outside building is only planned, hoped for, or something the company is still trying to stimulate. NO if the only participants described are the company's own people or controlled entities. 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
NVAX Novavax, Inc. Q3 2023 2023-11-09 F
BLZE Backblaze, Inc. Q3 2022 2022-11-11 D
BFI BurgerFi International, Inc. Q3 2021 2021-11-12 C
CYBR CyberArk Software Ltd. Q3 2021 2021-11-04 B+
ASAN Asana, Inc. Q2 2022 2021-09-01 B+
PTC PTC Inc. Q3 2017 2017-07-19 C+
PRI Primerica, Inc. Q3 2016 2016-11-10 B+

How the model reasoned

ASAN · Q2 2022 → YESThe question is about whether management describes independent outside parties building their own products, services, etc., on top of Asana's offering, and if it's happening now and growing. YES Management describes Asana Partners (over 200 technology partners) and the Channel Partner Network (across 75 countries, with continued growth and traction from enterprise-focused partners). They highlight concrete examples of independent partners building around Asana, such as Vimeo integration for video messaging and Zoom deep integration, noting "really good early traction" and "bearing fruit" in channel deals (e.g., largest channel deal in India). These are framed as real, current activity where outsiders are investing in integrations, services, and deployments to support Asana's offering.
CYBR · Q3 2021 → YESThe question is: Does management describe that independent outside parties are now building their own products, services, content, or businesses on top of, around, or in support of what the company pr...YES The transcript shows management describing independent partners actively investing their own resources—certifying more professionals through stepped-up programs and acquiring companies in the identity security space (e.g., The Herjavec Group and CDW)—to extend reach and drive growth around CyberArk’s offerings. This is presented as current, concrete activity rather than aspiration or generic promotion. The partners’ deeper involvement and acquisitions demonstrate outsiders building businesses whose success ties to supporting and expanding on CyberArk’s platform.
BLZE · Q3 2022 → YESThe question is: Does management describe that independent outside parties are now building their own products, services, content, or businesses on top of, around, or in support of what the company pr...YES The transcript shows management describing independent outside parties actively building around Backblaze’s offerings right now. Developers are using B2 as the backend for their SaaS and e-commerce businesses, with paid data storage up 80% year-over-year and nine of the top-20 accounts being developers. MSP360 customers can now protect their backup data with B2 Object Lock, and Elements has integrated B2 for media asset management.

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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.