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Writing & thinking.

Industrial AI works. Industrial AI roadmaps don’t. The team that closes the second gap wins the decade.

Models in pilot environments mostly deliver in 2026. What does not deliver is the path from a working model to a product a customer will pay for — with an owner, a KPI, a cost centre, and a realistic 12-to-18-month plan to operational impact. That gap is where my work lives.

Further notes — the monthly Signal briefing