Where AI actually pays back.

A short note on the work nobody schedules, nobody measures, and everybody does — and why it's the cheapest thing AI can take off your plate.

A short product note: what shipped, what changed in the ranked roadmap view, and what's next.

Impact, effort, risk, payback — a scoring frame for ranking AI opportunities, and what each column actually means when you sit down to fill it in.

Agent projects don't fail because the models are weak. They fail because nobody defined what correct looked like before shipping. A long look at the missing evaluation step.

Your data is the moat. Choose where your AI runs and keep control of where your work data is processed — and cut the security and legal drag that comes from shipping it out.

Anyone can rent the frontier models. A real AI adoption strategy for enterprises encodes how your company actually works, ranks where AI pays back, and keeps that map yours.