Personal AI Readiness Snapshot

AI Sense-Check

Treats AI output as a draft to be checked, not a finished answer. Tests claims against domain knowledge, catches fabricated citations and confidently-wrong facts, and decides what to keep, edit, or discard before it leaves your hands.

AI Working Practice

Builds AI into the way you already work - writes clear prompts, iterates when the first answer misses, and folds the tool into recurring tasks. Measures success by faster, better deliverables, not by how often the tool is opened.

AI Collaboration

Helps the team move with AI rather than around it. Explains what the tools can and can't do without overselling, shares prompts and patterns that worked, and pushes back when teammates take an output at face value or use it where they shouldn't.

AI Adaptive Mindset

Stays open as AI changes how the work gets done - relearns familiar workflows when something better appears, asks where models can fail you, and keeps confidentiality, fairness, and policy in view when deciding what to feed into a system.