ai-content-editing
AI Content Editing
AI-generated content is a first draft, never a final draft. LLMs produce fluent, grammatically correct text that reads like a competent but generic textbook. Publishing it unedited signals "no human expert was involved" to readers, Google, and AI search engines. AI content editing transforms raw LLM output into content that's authoritative, specific, and distinct.
The goal is not to remove every trace of AI. The goal is to add what AI cannot: proprietary data, expert judgment, specific examples from real experience, and a distinct point of view.
The AI Content Editing Framework
Edit AI content in five passes. Each pass targets a different layer of quality.
| Pass | Focus | What you're fixing | Time |
|---|---|---|---|
| 1. Accuracy | Facts, claims, numbers | Wrong information, hallucinations, outdated data | 10-15 min |
| 2. Specificity | Vague → specific | Generic statements that could apply to any company | 10-15 min |
| 3. Voice | Tone and style | AI-default voice → brand voice or expert voice | 10-15 min |
| 4. Structure | AEO readiness | Format for AI search extraction | 5-10 min |
| 5. Originality | Unique value | Add proprietary data, POV, or insider knowledge | 15-30 min |
Total: 50-85 minutes per 1,500-word piece. This is the minimum investment to transform AI output into publishable content.