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Regular buyers moved from occasional to programmatic purchasing

Calls Tested

500

Answered YES

Hit Rate

0.8%

rare by design

Chesapeake Utilities Corporation (CPK) — this company's answers

NO on the Q3 2017 call 2017-11-10 A

The model's full reasoning — Q3 2017 call → NOWe need answer YES/NO only. Need analyze transcript. The question asks: Does management describe that counterparties who previously bought occasionally/transactionally/one order at a time have recently shifted to programmatic/scheduled/standing basis? Need identify in transcript. This is about company's customers? Let's scan transcript. It discusses propane volumes, natural gas projects, contracts. Need see if management describes shift in buying behavior from episodic to programmatic. Let's read. The transcript: Mike McMasters and Beth Cooper discuss results. They mention growth in propane, Aspire Energy, PESCO, etc. There is mention of "PESCO operations, on a year-to-date basis, they’ve also seen growth as a result of new contracts, new services, reaching out to new areas as well as some of the arrangements they’ve had in place with some of the LDCs, whether it be from a supplier standpoint or whether it be from an asset management standpoint." But not specifically shift from occasional to programmatic. Maybe there is mention of "customer commitments" for pipeline projects. "We have customers that we’ve already signed up for this and are committed to capacity, which are basically making this project affordable or profitable." That is new pipeline project with committed capacity. But is that a shift from episodic? They are new customers committing to capacity. Maybe "68,500 today" dekatherms? But not described as previously bought occasionally. It's a new expansion to serve customers. No before/after. Question specifically about counterparties shifting from occasional to programmatic. In transcript, maybe "Aspire Energy margins and volumes" - Aspire Energy is unregulated company in Ohio. They renewed contracts? "With Aspire Energy, Aspire recognized about an equal amount also in terms of margin growth as well as volume growth, about $300,000 in each, increasing their margin by about $600,000 quarter-over-quarter." "they’ve been able to renew contract. They found opportunities to expand margin, all while pursuing aggressive growth that’s been well above the 5% that we’re even experiencing here in our Delaware position." No shift. Need focus on "counterparties who previously bought from the company OCCASIONALLY... have RECENTLY shifted to buying on a PROGRAMMATIC..." This may be about "new contracts, new services" with LDCs. But 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 counterparties who previously bought from the company OCCASIONALLY, TRANSACTIONALLY, OR ONE ORDER AT A TIME have RECENTLY shifted to buying on a PROGRAMMATIC, SCHEDULED, OR STANDING BASIS — multi-period commitments, recurring orders, standing allocations, framework agreements, scheduled deliveries, or the company being built into the counterparty's own ongoing plans — with this shift described as actually occurring now across real relationships, and its fuller revenue effect still ahead of the reported results? Answer YES when management's own words convey, in whatever form fits the business, ONE coherent behavioral change with all three present: (1) A BEFORE/AFTER IN HOW BUYING HAPPENS: management contrasts, directly or plainly in substance, the old episodic pattern with a new ongoing one — customers who used to order ad hoc now committing to regular volumes, schedules, programs, or multi-period arrangements; (2) REAL AND RECENT: the programmatic arrangements are actually signed, running, or being executed now with identifiable counterparties or a described group of them — not proposed, hoped for, or under negotiation; and (3) EARLY IN THE NUMBERS: management conveys that the recurring arrangements have only begun to flow through results, with their steady-state contribution still ahead, and treats the shift as meaningful to the company's trajectory. Answer NO if the business has always been recurring or contractual by nature, with nothing newly programmatic. NO if the shift is only aspirational or being piloted without commitments in force. NO if the change is one customer's single arrangement management treats as exceptional. NO if described only as strong repeat demand without a changed buying structure. NO if the recurring revenue is mature and fully in the reported numbers. NO if the shift appears only in an analyst's question management does not affirm. Use only the supplied transcript. Answer only YES or NO.

Companies that answered YES

Ticker	Company	Call	Date	Call grade
DUOT	Duos Technologies Group, Inc.	Q4 2023	2024-04-01	F
CRL	Charles River Laboratories International	Q2 2022	2022-08-03	C
GFS	GLOBALFOUNDRIES Inc.	Q3 2021	2021-11-30	A
PTC	PTC Inc.	Q3 2017	2017-07-19	C+

How the model reasoned

DUOT · Q4 2023 → YESThe question is about whether management describes a shift from occasional/transactional buying to programmatic/scheduled/standing basis buying, with specific criteria. NO The transcript shows management highlighting growth in recurring revenues from service contracts, AI services, and data subscriptions, but it does not describe a broad shift from occasional/transactional buying to programmatic/scheduled/standing basis buying across multiple counterparties. The mentions are of specific, recent expansions and deployments rather than a systemic change in customer purchasing behavior with the required before/after contrast and early-stage steady-state impact.

GFS · Q3 2021 → YESThe question is about whether management describes a shift from occasional/transactional buying to programmatic/scheduled/standing basis buying, with specific criteria. YES The transcript shows management describing a clear before/after shift: customers who previously bought occasionally or transactionally (ad hoc orders) have now moved to long-term agreements (LTAs) for multi-period commitments and scheduled deliveries. This is presented as real and recent, with signed LTAs covering over $20 billion in 2021 and additional agreements signed since the roadshow, running now with customers in the auto sector for 3-5 year ramps.

PTC · Q3 2017 → YESThe question is about whether management describes a shift from occasional/transactional buying to programmatic/scheduled/standing basis buying, with specific conditions. YES The transcript shows management describing a clear shift from transactional perpetual license purchases to subscription-based recurring commitments, with conversions already occurring (29 customers this quarter) and the impact still building toward steady-state revenue. This aligns with the before/after pattern, real recent executions, and early-stage revenue contribution.

Regular buyers moved from occasional to programmatic purchasing

Chesapeake Utilities Corporation (CPK) — this company's answers

Companies that answered YES

How the model reasoned

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