Observed arrival · 2026-09-04
AI Fluency Scan: A Common Scale for AI Fluency
An open assessment reference that maps AI fluency across twelve sub-competencies and four levels, with a browser test and a local conversation-trace instrument.
Field notes
The project separates a competency model from an assessment by adding level-specific descriptors and an explicit evidence rule. Its browser instrument presents one workplace situation for each of twelve sub-competencies, while the local trace instrument analyzes conversation exports and attaches an excerpt to each detected behavior. The page says traces alone cannot place anyone above level 2, preserving a distinction between observed interaction patterns and fuller evidence of practice.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
One card from the complete issue