// Tools · adoption self-assessment

Adopting the tools,
not just trying them

Privacy-first AI browser tools — for prompting, AI oversight, dark-pattern spotting, scrum hygiene — only pay off when they land in real work. This check scores whether tooling has a real fit here (a named problem and owner), whether you can actually roll it out (deploy, onboard, sustain), and whether it sits inside your governance (data flow, keys, policy).

14 questions ~4 minutes No sign-up Nothing leaves your browser

Fit

Each tool maps to a named problem and a workflow people already have — with an owner who decides what's rolled out.

Rollout

You can deploy a browser extension to a team, onboard people to it, measure adoption, and keep it alive if the champion leaves.

Governance

You know each tool's data flow, own and scope any API keys, and the tools fit a privacy, security and AI-usage review.

// Answers are scored in your browser. Nothing is sent to a server and nothing is stored after you close the tab.