Upload a bank of items. Get AI pre-field triage in seconds.
Then watch predictions reconcile against real field-test data.
Certification bodies currently spend 6–12 months between drafting and operational use.
This shows both halves of the lifecycle — and where AI gets you ahead of the data.
12 items across 3 certification domains. Pre-field analysis is live — real Claude Sonnet 4 calls, ~20–30s first run, instant after cache. Post-field data is simulated to illustrate reconciliation against an N=312 pilot.
File upload is reserved for paid engagements. Demo bank shows the full flow.