Series

AI Ops Notes

Field notes on how AI Plus Lab packages, reviews, and ships AI work without pretending every capability is a product.

Why most "let's add AI" projects stall halfway

Over the past year we've diagnosed more than thirty "let's add AI" scenarios. Fewer than half actually launched and stayed in daily use. The problem is almost never model capability - it's that the workflow was never actually decomposed.

2026-06-188 min read

How one insurance assistant replaced a 3-shift support team in two weeks

The full record from diagnosis to launch.

2026-06-1811 min read

The 12 questions worth asking at diagnosis

Answer these before writing the first prompt.

2026-06-189 min read

Seven role profiles for a digital employee

From support to finance — each role needs a different design logic.

2026-06-1810 min read

Three things we learned three months after launching the IELTS assistant

Real usage data turned out more interesting than expected.

2026-06-188 min read