The Playbook
The Verification Loop
Six stages, four modules
| Module | Stage | What it does | |
|---|---|---|---|
| Build the Context Layer | 01 | Ingest | Put your approved sources in one place. |
| Evaluate & Remediate | 02 | Evaluate | See how AI answers about you today. |
| 03 | Remediate | Fix what is missing or wrong. | |
| Verify & Publish | 04 | Verify | Trace every claim to a source. |
| 05 | Publish | Ship it where agents look. | |
| Re-observe & Activate | 06 | Re-observe | Measure what changed. |
The middle four are ERVP. Re-observation starts the next cycle rather than being a seventh stage.