Production AI
Why AI pilots fail before they reach production
Most AI pilots do not fail because the model cannot produce an impressive answer. They fail because production conditions arrive too late.
Field notes on production AI
Practical writing on what it takes to deploy AI inside complex organisations - from workflow design and governance to evaluation, agentic systems, retail operations, document automation and measurable ROI.
- Production AI
- Retail operations
- Back-office automation
- Agentic AI
- AI governance
- Insurance AI
- Document automation
- Workflow transformation
- Lessons from delivery
Workflow transformation
The first AI workflow should be boring, valuable and measurable
The strongest first AI workflow is rarely the most futuristic one. It is usually a repeatable operational task with clear value and measurable outcomes.
AI governance
What production readiness means for enterprise AI
Production readiness is not a model benchmark. It is the combination of workflow fit, evaluation, controls, integration, adoption and operational ownership.