The Applied Layer / Pillars
Operating Models
Why the operating model — not the technology choice — decides enterprise AI outcomes, and how to choose the structure that fits.
Pillar 3 of 5 · 2 pieces filed
Central claim. The operating model dominates technology choice — including the now-live choice between Western and Far East frontier models — as the determinant of enterprise AI outcomes. This is consistent with two decades of IT-economics research establishing that technology investment produces returns only alongside complementary organisational investment (Brynjolfsson & Hitt, 2000; Tabrizi et al., 2019).
Key findings
- Framework claim. Enterprise AI operating models cluster into four archetypes on a 2×2 grid defined by centralisation (of build capacity) and orientation (platform vs delivery): Centralised Platform, Centralised Delivery, Federated Platform, and Federated Delivery/CoE.
- Conditions claim. Six conditions account for most of the variance among healthy programmes: production reach, evaluation in production, integration to systems of record, governance integrated with delivery, talent retained around an applied-layer practice, and stable executive sponsorship.
- Interaction claim. Each archetype makes some conditions easier and others harder. The interactions are predictable enough to guide intervention, and are summarised in an archetype × condition matrix.
- Evidence base. The framework is grounded in primary disclosures from JPMorgan Chase, DBS Bank, Morgan Stanley, Sanofi, Uber, Netflix, LinkedIn, Spotify, and Walmart, alongside examination of reversed programmes at McDonald’s, Air Canada, Klarna, and Zillow.
- Series link. This pillar gives the architecture of Pillar 2 its organisational home, sets up the cost-and-model audit of Pillar 4 (Western versus Far East frontier models), and names the governance regime that Pillar 5 develops. The technology is necessary but not sufficient: structure decides.
From the anchor research
Filed under Operating Models
2 pieces filed under this pillar. Patrons read the full body.
Executive briefing: Operating Models
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How this pillar connects
- Beyond the ModelGives the applied-layer thesis its organisational home: ownership, sponsorship, and production discipline.
- Production AI ArchitectureDetermines who owns architecture decisions and how production patterns become reusable practice.
- Cost & Platform LandscapeSets the governance of spend, vendor choice, and workload placement across the cost stack.
- Trust, Evaluation & GovernanceDefines the accountable teams that act on evaluation failures and governance evidence.