AI Adoption
Build an AI Content Quality Review Workflow
Create a practical quality-control workflow for AI-assisted writing so speed improves without sacrificing trust.
Split drafting from approval
AI can accelerate first drafts, but approval should stay human-led.
Separate drafting, fact-check, brand review, and final sign-off stages.
Action checklist
- Define stage owners for each content type.
- Require human approval before publishing.
- Track stage completion in your content board.
Use structured prompt templates
Prompt consistency improves output quality and predictability.
Include audience, tone, format, constraints, and source expectations in every template.
Action checklist
- Create templates by channel (blog, email, social).
- Specify prohibited claims and sensitive topics.
- Version prompts as your standards evolve.
Add factual and brand validation steps
Most quality issues come from unsupported claims or inconsistent tone.
Run a mandatory validation pass before publication.
Action checklist
- Verify claims against trusted sources.
- Check terminology against brand style guide.
- Flag any uncertain statements for rewrite.
Measure quality over time
Track quality metrics so process improvements are evidence-based.
Monitor revision cycles, error rates, and publishing velocity.
Action checklist
- Record post-publish correction frequency.
- Measure time from draft to publish.
- Review monthly trends and update workflow rules.