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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

Instructure's (INST) — this company's answers

NO on the Q4 2017 call 2018-02-12 B+
The model's full reasoning — Q4 2017 call → NO我们根据问题要求,判断管理层是否描述了客户从偶尔、交易性购买转变为程序化、定期或持续购买。需要三个条件:前后对比、真实且近期、早期影响。 阅读转录文本,关注管理层的描述。搜索关键词如"programmatic"、"standing"、"scheduled"、"framework"、"multi-period"、"recurring orders"等。 发现讨论的包括:Paychex partnership(white label reseller)、UNINETT(挪威)、SUNET(瑞典)作为preferred supplier。这些是否属于程序化购买?SUNET是a network of universities选择Canvas作为preferred supplier,多家大学签署。这类似框架协议。但问题是关于“counterparties who previously bought OCCASIONALLY”是否转变为programmatic。公司业务本身是订阅制,但新客户可能一开始就是订阅。需要看是否有从临时购买转变为持续购买的描述。 管理层没有直接对比之前临时购买和现在定期购买。更多是强调客户选择Canvas或Bridge作为长期平台。没有明确说“以前是偶尔买,现在是定期承诺”。此外,公司本身是SaaS订阅模式,所有客户都是周期性合同。所以可能不满足“新程序化”的条件。 检查是否有提到“multi-year contracts”等,但那是正常业务。问题要求“recently shifted”,即行为变化。例如,某些客户可能之前买单个订单,现在签框架协议。但转录中未提及此类对比。 另外,提及的“partnership”如Paychex,是让Paychex转售,这属于渠道,但Paychex是公司,不是购买者。没有描述购买模式转变。 结论:没有明确的前后对比,也没有说“以前偶尔买现在是定期”。业务本身就是合同制的,所以答案应该是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

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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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.