Andrew Davies

Research topic

AI Operating Models

Briefs and knowledge notes on deployment, workflow redesign, agentic engineering, governance, and the organizational systems needed to move beyond isolated AI pilots.

Working answer

How are organizations turning AI capability into repeatable work?

The durable advantage is moving away from model access and toward operating design: clear ownership, trustworthy context, measurable workflows, and teams that can absorb implementation risk.

Signals this trail tracks

  • Deployment capacity is becoming a product and management discipline of its own.
  • Context, evaluation, and handoff quality increasingly determine whether agents create value.
  • Organizations need decision rights and operating metrics before automation can scale safely.