The Head of AI problem
AI adoption usually looks healthy before it looks accountable. Seats go up, messages go up, demos multiply. But the best methods still live in private chats, and nobody can say which ones the company stands behind. The company has activity without a system of record for how AI-assisted work should happen.
knacks answers that with one loop: Publish, Approve, Ship, Use, Improve. There is no capture and no usage tracking, ever: knacks never sees chats, screens, or who runs what. Publishing is a deliberate act, and nothing is shared without a named person saying yes.
What knacks gives you
Anyone describes repeated work in plain English; knacks drafts the skill with examples and tests. No ambient capture, ever.
The team lead, the domain expert rather than IT, approves each skill before anyone else can run it.
Approved skills live as plain markdown files in a GitHub repository you own, with a named owner, version history, and a one line changelog.
Approved skills land in the whole team's Claude, nothing to install. The owner updates once and everyone is on the latest version immediately, with a one line changelog.
First 30 days
Revenue, support, operations, or customer success usually produces the fastest signal.
Look for the prep, triage, reporting, research, and follow-up that one person clearly does better than everyone else.
Choose methods with a clear owner, real repeat frequency, low ambiguity, and visible quality benefit.
Each skill has a named owner who updates it once for everyone. The library shows what is approved, who owns it, and when it last changed.
Best first skills
Metrics that matter
| Metric | Question it answers |
|---|---|
| Skill conversion | How many repeated methods became approved company skills? |
| Owner coverage | Does every shared skill have a named, accountable owner? |
| Review coverage | Has a domain expert said yes to every skill in the library? |
| Methods shipped | How many approved skills have landed in the teams' Claude, ready to run? |
| Version freshness | When was each skill last updated, and is every team on the latest version? |
Build the system of record.
Book a walkthrough and we will map one team from private AI methods to approved, current company skills. See also AI agent governance and who approves an AI agent.
Book a walkthrough