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Regular buyers moved from occasional to programmatic purchasing

Calls Tested
500
Answered YES
4
Hit Rate
0.8%
rare by design

Primoris Services Corporation (PRIM) — this company's answers

NO on the Q2 2018 call 2018-08-11 C+
The model's full reasoning — Q2 2018 call → NOWe need to determine if the transcript describes a shift from occasional/transactional buying to programmatic/scheduled/standing basis, with all three conditions: before/after contrast, real and recent, early in numbers. Key parts: The acquisition of Willbros brought electrical T&D business. David King says: "The addition of this Group has pushed our MSA backlog to its highest ever level at $1.1 billion." MSAs are master service agreements - typically recurring/standing. But is there a before/after shift? The company already had MSAs in gas/utility. The new T&D group is now part of the company. The question is about counterparties shifting from occasional to programmatic. In the transcript, when discussing T&D, David King says: "As I mentioned in my comments some of them were a little resitant -- hesitant I should say, to actually let them go ahead and award some work, so they were kind of on standby waiting to see. They had no concern about the T&D Group performing the work. They only had concern about the financial viability of them in their parent company at that time. So, yeah, those are customers that we know quite well in other arenas, but they are not new customers to the T&D Group." This suggests that customers were hesitant to award due to financial viability, but after acquisition by Primoris, they began awarding work. That indicates a shift from holding back to awarding. But is that from occasional to programmatic? The customers are now awarding work on a standing basis? They mention MSA backlog. For example, "we announced some of the overhead work with them" and "we actually had a third customer that started leaking out awards to us also." This suggests new awards, but is it a shift to programmatic? The MSAs are standing agreements. The T&D group likely operates under MSAs with utilities. The transcript says: "Both of our engineering groups also had good second quarter results." Not relevant. We need a specific statement that counterparties who used to order ad hoc now commit to regular volumes. The T&D customers were hesitant before, but after acquisition they are awarding work. This could be interpreted as a shift from no orders to orders, but not necessarily from occasional to programmatic. However, the company's MSA backlog is now $1.1 billion, highest ever. That indicates many recurring agreements.

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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

TickerCompanyCallDateCall 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.

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