# Provenance: ai governance

- **Date:** 2026-04-11
- **Rounds:** 1
- **Sources consulted:** 61 unique source URLs across research files
- **Sources accepted:** 31 sources cited in the final brief
- **Sources rejected:** 30 sources not cited in the final brief after synthesis and pruning; no cited URLs were left in the final brief after verifier checks if they could not be resolved
- **Verification:** PASS WITH NOTES — initial review found MAJOR issues around calibration of single-study evidence and one ISO citation gap; these were fixed, and a follow-up verification pass found no FATAL or MAJOR issues
- **Plan:** `outputs/.plans/ai-governance.md`
- **Research files:**
  - `outputs/ai-governance-research-literature.md`
  - `outputs/ai-governance-research-regulation.md`
  - `outputs/ai-governance-research-practice.md`
  - `outputs/ai-governance-research-gaps.md`
- **Draft:** `outputs/.drafts/ai-governance-draft.md`
- **Cited brief:** `outputs/ai-governance-brief.md`
- **Verification report:** `outputs/ai-governance-verification.md`
- **Chart artifact:** `outputs/ai-governance-observability.png`
