AI fluency deserves better evidence.

2Prune creates realistic work simulations where participants complete an assignment using familiar workplace tools and optional AI support. The result is an assessment of both the final deliverable and the process behind it.

Each report connects observed behavior to six AI fluency pillars, with evidence strength, score confidence, and calibration notes where the signal is limited.

AI fluency is not a single prompt or a self-reported skill. It appears in how someone defines a problem, finds evidence, directs AI, checks claims, exercises judgment, and communicates a useful answer.

2Prune provides structured assessment evidence. It does not replace human judgment or make automated employment decisions.

Assessment cases should reflect real ambiguity, tradeoffs, time pressure, and risk. Reports should make the supporting evidence visible and state clearly when confidence is limited.