Spec-driven organisations: everything in one place

A spec-driven organisation gives each important product, service and repeated way of working a living specification: a clear statement of what should be true, who owns it and how it changes. People and AI both work from it, bring unanswered decisions back to their owner, and keep it current as the business changes.

This is not documentation for its own sake. AI has made producing documents almost free, which is exactly why clarity, ownership and currency are now the scarce parts. This page organises everything we've published on the model by what you need, rather than by publication date.

AI Loops

AI Loops: How to Scale AI Across Teams and Departments to Drive Organisation-Wide AI Adoption

A practical 60-minute workshop for leaders who want to move beyond isolated AI use and build repeatable workflows across teams, systems and stakeholders.

Watch the recording