GUIDE
Using AI Fix Suggestions
Accelerate remediation while keeping human review in the loop for risk-sensitive changes.
When to use AI fixes
AI suggestions work best for repeatable HTML/CSS changes and ARIA pattern fixes.
- Use for templated components
- Validate with visual QA and screen reader checks
- Avoid autopublishing large refactors
Human review workflow
Require a developer or accessibility lead to approve AI changes before release.
- Add AI suggestions to tickets
- Verify expected outcomes in staging
- Keep a changelog for compliance audits