Writing

What AI tooling actually costs when you measure it, what a governance gateway can and cannot prove, and how we build things. Numbers here are our own measurements or somebody else’s with a link to them.

• 2 September 2026, about 9 minutes

  The AI spend nobody bills you for

  A flat subscription reports no tokens, because there is nothing to bill. The numbers are on the laptop anyway — and counting them naively overstates the answer several times over.

• 2 September 2026, about 7 minutes

  Reported, or observed?

  Two ways to know what your developers are doing with AI. One costs nothing and is self-reported; the other needs API keys and can prove what happened. The difference decides what you can put in front of an auditor.

• 1 July 2026, about 8 minutes

  How we built an EdTech platform in 12 weeks

  One developer and an AI coding assistant: a complete LMS, mock test engine, CRM, finance module and mobile app, shipped to production in under three months.