Content Optimization
Turn AI engine responses into concrete content changes — AI-generated copy suggestions, impact scoring, and gap analysis.
Overview
Content Optimization takes the raw signal from your snapshots and turns it into specific, actionable content changes. Instead of reading hundreds of AI responses and guessing what to fix, you get a prioritized list of pages, gaps, and suggested rewrites with impact estimates.
This page works together with:
- Page Optimization — scores individual pages for AI readiness
- FAQ Generator — produces FAQ blocks from prompt patterns
- Schema Builder — generates JSON-LD structured data
- Insights — the action queue these recommendations feed into
What Content Optimization produces
| Artifact | Description |
|---|---|
| Content gaps | Topics competitors are cited for but you are not |
| Rewrite suggestions | AI-generated alternative copy for a specific page or section |
| Impact scores | 0-100 estimated lift in visibility if the suggestion is applied |
| Priority ranking | Suggestions sorted by impact × feasibility so you always know what to work on next |
Running an optimization
- Open Content Optimization from the sidebar
- Pick the target page URL you want to improve (or select "whole project" to run gap analysis across all tracked pages)
- Pick an LLM — different engines have different preferences, and scores will vary between them
- Click Analyze
Under the hood the platform:
- Fetches the current content of the target page
- Reviews recent snapshots where that URL was cited (or where you expected it to be cited but wasn't)
- Compares your content against the competitor content that AI engines cite instead
- Generates rewrite suggestions and estimated impact
Results appear inline — you can copy the suggested text, edit it, and paste it into your CMS. The platform doesn't modify your site automatically.
Understanding impact scores
Impact scores are predicted lift, not guaranteed lift. They combine:
- Historical correlation between this type of change and visibility improvement
- Similarity between the suggested content and what AI engines currently cite
- The gap between your page's entity clarity score and the best competitor
A score of 80+ means "this is likely to move the needle." A score of 30-50 means "worth trying if you're already editing the page." A score below 20 usually isn't worth the effort unless other signals point at it.
Content gap analysis
Gap analysis asks the inverse question: "What topics are being discussed about this category where no one cites me?"
- Input: a prompt or cluster of prompts
- Output: a list of subtopics (e.g., "integrations with X", "pricing for small teams", "enterprise security") where competitors are mentioned but you are not
- Use this to pick your next blog post, landing page, or documentation update
Best practices
- Work top-down. Start with the highest-impact page on your site (usually the homepage or a top category page). Iterate until its score plateaus before moving on.
- Apply one suggestion at a time. If you apply five rewrites in one session, you can't attribute which one moved visibility.
- Re-run after applying changes. Let at least one capture cycle run, then re-analyze the page to measure actual lift.
- Pair with FAQ Generator and Schema Builder. Structural changes (schema, FAQs) often have the highest ratio of impact to effort.
Plan availability
Content Optimization uses AI analysis credits from your plan's daily limit. See Cost Tracking for current quotas.
Note: The rewrite suggestions are AI-generated starting points, not finished copy. Always review for factual accuracy and brand voice before publishing.