Question Bank › Regular buyers moved from occasional to programm

Regular buyers moved from occasional to programmatic purchasing

Calls Tested

500

Answered YES

Hit Rate

0.8%

rare by design

HealthStream, Inc. (HSTM) — this company's answers

NO on the Q3 2017 call 2017-10-24 C

The model's full reasoning — Q3 2017 call → NOWe need to determine if the transcript describes a shift from occasional/transactional buying to programmatic/scheduled/recurring buying, with all three conditions. Scan the transcript for relevant statements. Management discusses various products and sales. Key points: In Workforce segment, "sales of knowledge queue" and HeartCode licenses. The transcript mentions "some of our larger accounts made through their purchases to satisfy their needs for additional HeartCode licenses in the quarter. Client makes these two purchases from time-to-time item. But it is important to understand the needs impact on Q3 is that the magnitude of these two was greater than we generally see and will probably not be repeated in Q4." This indicates one-time purchases, not a shift to programmatic. Also, there is mention of renewal and multi-year contracts: "top five account renewed its enterprise-wide use of our core platform and it's an early renewal, about a one year early renewal and they added four years to that early year. So it's essentially a five year contract." But that is a renewal of existing subscription, not a shift from transactional to programmatic. The company's business models: Software as a service, subscriptions, etc. There is mention of "move from installed software sales to software as service sales" in Provider Solutions. That is a shift in business model but not necessarily about counterparty buying behavior becoming programmatic? Actually, that is about changing from one-time license fees to recurring subscription revenue. But that is a shift in the company's pricing model, not necessarily that customers previously bought occasionally and now commit to standing orders. Also, the transcript does not describe a specific contrast between old episodic ordering and new ongoing commitments for the same customers. Condition (1) requires a before/after in how buying happens - customers who used to order ad hoc now committing to regular volumes. I don't see that explicit contrast. There is talk about shifts from phone to online surveys, but that's not about buying structure. Condition (2) requires programmatic arrangements actually signed - we see some multi-year contracts, but those are typical of subscription business. The question asks if counterparties who previously bought occasionally/transactionally have recently shifted to programmatic.

← Back to the full HSTM analysis

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

HealthStream, Inc. (HSTM) — this company's answers

Companies that answered YES

How the model reasoned

More from the question bank