06 · Validation
This dataset doesn’t exist yet. Every deployment starts to build it.
Discovery to date
50+
Discovery interviews completed
136
Survey responses completed
25
Senior technology leaders in the next validation phase
Discovery data · 2026 · FreQNC is pre-MVP. These numbers reflect research depth, not customer results.
3 → 1
Concepts tested, narrowed to one MVP decision.
How defensibility compounds
01
Deploy
Each deployment measures oversight capacity in a real AI workflow.
02
Accumulate
Every measurement adds to a dataset that does not exist anywhere else.
03
Benchmark
Enough measurements make oversight capacity comparable across organisations.
No named quotes, no verbatim research material. Findings are shared at pattern level only.
Follow the build
Watch this get built in public.
Research findings, product decisions and what changes when the market disagrees.