The model's full reasoning — Q4 2022 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 look for evidence in the transcript. The company is a REIT, so they lease office space. Typically, leases are multi-year contracts, so the business is inherently recurring. But the question is about a shift from transactional to programmatic buying. Possibly about their flexible workspace or spec suites? Let's read the transcript. Brian Leary discusses "Highwoods Commons" platform, which provides flexible work options. He says: "we are formalizing the variety of flexible work options we offer under our Highwoods Commons banner... It includes both formal and informal spaces... and the platform enters 2023 having delivered over 100 such spaces with healthy net new rental income associated with it." That sounds like they are offering flexible space, but that's not necessarily a shift from transactional to programmatic. It's more about providing flexible options. The question is about counterparties shifting from occasional to programmatic buying. In leasing, tenants sign leases that are typically multi-year, so that's already programmatic. But maybe the shift is from traditional long-term leases to more flexible short-term arrangements? That would be the opposite: from programmatic to transactional. But the question is about buying on a programmatic basis, i.e., scheduled, multi-period commitments. In the context of office leasing, tenants historically signed long-term leases (programmatic) and now perhaps they are shifting to more flexible, short-term, occasional? But the question is about previously bought occasionally, now shifting to programmatic. That doesn't match typical office leasing. Let's look for any mention of customers making recurring commitments. The transcript mentions leasing volumes, expansions, renewals.
| 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+ |
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.