01View · Tool by Tool
How each tool moved between audits
Each tool's findings from Audit 001 (April 6) compared directly against Audit 002 (May 6). The right column flags whether the pattern shifted, repeated, or is new this cycle.
02View · Chronological Events
Every dated movement, February → May 2026
Each documented event from both audits plotted on a single timeline. Hover any dot for details. Vertical rust lines mark each audit's data-collection cutoff.
03View · Pattern Shifts
What the longitudinal record begins to show
With two audits on file, patterns become legible. Tools whose forensic pattern shifted (convergence → asymmetric) reveal that even stable vendors don't necessarily produce stable patterns. Tools that repeated build a track record of consistency — for better or worse.
Pattern Shifted
2
NotebookLM, Claude Enterprise — both moved from convergence to asymmetric
Repeated Divergence
1
ChatGPT Free — second consecutive cycle of divergence
Repeated Asymmetric
3
ChatGPT for Teachers, MS 365 Copilot, Claude Free
Repeated Convergence
1
Khanmigo — the only two-cycle convergence on record