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Regular buyers moved from occasional to programmatic purchasing

Calls Tested

500

Answered YES

Hit Rate

0.8%

rare by design

Manulife Financial Corporation (MFC) — this company's answers

NO on the Q3 2023 call 2023-11-09 C+

The model's full reasoning — Q3 2023 call → NOWe need to answer YES or NO based on the transcript. The question asks: 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? We need to examine the transcript for any such description. The transcript covers Manulife's Q3 2023 earnings call. We need to see if management mentions any shift from occasional/transactional buying to programmatic/standing arrangements for any business. Let's scan the transcript. The topics include: Asia sales growth, Hong Kong MCV (Mainland Chinese visitors) demand, Canada affinity sale, global WAM net outflows, US business with product launches, etc. Key phrases: "affinity market sale" – that is a large group sale, but it's described as a single large sale (Ontario Medical Association). That is not a shift to programmatic buying; it's a single large transaction. Other points: They talk about partnerships, digital adoption, etc. But nothing about customers shifting from ad hoc to recurring commitments. There is mention of "multi life product" in US, but that's a product launch, not a buying behavior change. The question specifically asks about counterparties (customers) who previously bought occasionally, transactionally, one order at a time, now shifting to programmatic, scheduled, standing basis. This is not evident in the transcript. Management discusses growth in sales, but not a structural change in buying behavior from transactional to programmatic. They mention "return of demand from Mainland Chinese visitor customers" – that's a recovery, not a shift to programmatic. Also, they mention "large affinity market sale" – that is a one-off large sale, not a recurring arrangement. The question requires all three elements: (1) before/after contrast, (2) real and recent, (3) early in numbers. There is no such description. Therefore, the answer is 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

Manulife Financial Corporation (MFC) — this company's answers

Companies that answered YES

How the model reasoned

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