Token counts only tell you AI is being used. It does not tell you ;
- how your people are growing with it
- if you can safely trust it with your workflows
- is work being created using genuine human effort.

Your Org measures AI adoption.
Does it measure AI's impact on People?
Token counts only tell you AI is being used. Not ;
- how your people are growing with it
- if you can safely trust it with your workflows
- if work being created using genuine human effort.
Your Organization measures AI adoption.
Does it measure AI's impact on People?
A verifiable record that work grew through real human process
Who Its For : schools and institutions that must adjudicate how work was made and have learned detectors have limits.
What We Read : the shape of drafting on the student's own machine - growth over time, revision patterns, large insertions etc.
What You Get : a process report + verification bundle anyone can verify in a browser - no account, no upload.
THE INSTRUMENTS
A four-week read on how your team actually works with AI.
Who Its For : People Leaders, L&D, Function Leads that are mid-rollout of automation tools.
What We Read : volunteers' structural session signals, aggregated into the coupling mix (internalizing / extending / externalizing)
What You Get : The dashboard + printed audit report - the mix, six-week trends, where drift concentrates, matched practices.
