AI Content Studio — Fix Existing Pages for AEO
AI Content Studio is Citadex's page-level content fixer: paste a URL, get specific edits to improve entity clarity, schema, FAQ structure, and citation potential. Different from Strategy Article (which creates new content from scratch).
AI Content Studio: Fix Existing Pages
AI Content Studio is Citadex's page-level content fixer. Point it at any URL on your site — your About page, a product page, an FAQ — and it returns specific edits to improve entity clarity, schema markup, FAQ structure, and AI-citation potential.
This is different from Strategy Article, which creates new content from scratch to target tracked prompts. Use Strategy Article to fill content gaps; use Content Studio to fix what you already have.
| Content Studio | Strategy Article | |
|---|---|---|
| Input | A single URL on your site | 3–7 tracked prompts |
| Output | Specific edits to that page | A new article ready to publish |
| Use when | An existing page underperforms in AI answers | You're missing content for a prompt cluster |
What Content Studio Can Do
Fix AEO Issues — Acts on specific issues flagged by Content Scoring or Live AEO Audit: rewrite a weak entity definition, add an FAQ section with FAQPage schema, improve heading hierarchy, fix missing canonical tags, draft Organization schema.
Write FAQ Sections — Generate comprehensive FAQ blocks with proper FAQPage JSON-LD, optimised for AI citation (AI engines heavily pull from FAQPage-marked content).
Draft JSON-LD Schema — Generate complete, validated JSON-LD for any page type (Article, Organization, SoftwareApplication, BreadcrumbList, FAQPage).
Create Entity Definitions — Write clear, definitive "what is X" statements optimised for entity clarity in AI training and retrieval. Citadex grounds these in your Brand Knowledge Base so they use your real product naming, not generic descriptions.
Suggest Internal Links — Identify other pages on your site that should link to (or from) the target page to strengthen topical clustering.
Accessing Content Studio
Two entry points:
- Sidebar → Content → AI Content Studio — open with no URL pre-filled, paste any URL you want to improve
- "Fix in Content Studio →" buttons throughout the platform (Content Scoring, Live AEO Audit, Site Health) — opens pre-loaded with the URL, issue, and existing content excerpt
Either way, you arrive in the editor with the page's current content, the detected issues, and AI-generated suggested edits side by side.
The Three Modes
Once a URL is loaded, choose how aggressive the edits should be:
- Suggest — Returns recommendations as a list. No content changes; you decide what to apply manually.
- Augment — Generates new content to insert (e.g., a new FAQ section, additional schema block) without modifying what's already on the page.
- Rewrite — Generates a replacement version of a section (e.g., rewrite the page intro for better entity definition). Use sparingly — preserves voice less than Augment.
How Content Studio Uses Your Knowledge Base
Like all AI generation in Citadex, Content Studio is grounded in your Brand Knowledge Base. When it rewrites an entity definition, it pulls from your KB-indexed positioning content. When it drafts schema, it uses your KB-indexed real product names and descriptions. This is why a well-stocked KB produces better Content Studio output — it has more authoritative ground truth to work from.
If your KB is sparse, Content Studio falls back to public-web knowledge of your brand. Sometimes that's fine; often it produces generic copy you'll want to tighten manually.
Frequently Asked Questions
Q: Is the content generated good enough to publish directly?
Generated content is a strong starting point optimised for AEO signals, but review and personalise before publishing. Specifically: add specific data points, case studies, and examples that AI can't know on its own. Use your Brand Knowledge Base to make this trivial — the more you've indexed, the less manual personalisation needed.
Q: Will Content Studio write schema markup I can copy-paste?
Yes. Schema output is valid JSON-LD formatted for the <script type="application/ld+json"> tag. Always validate with Google's Rich Results Test before deploying to production.
Q: Can Content Studio publish the changes directly to my site?
Not yet — Content Studio outputs suggestions / generated blocks that you copy-paste into your CMS, or hand to your engineering team. For end-to-end create-and-publish, use the Strategy Article workflow instead (it publishes via GitHub integration + the browser extension).
Q: What's the difference between Content Studio and Live AEO Audit?
Live AEO Audit diagnoses problems (returns a report of issues). Content Studio fixes them (returns edits / new content). The two are linked: most Live AEO Audit issues have a "Fix in Content Studio" button that opens the editor pre-loaded with context.
Q: How does Content Studio handle multi-language pages?
If your project's output language is set to Japanese, Content Studio generates Japanese edits even on English source pages. To work on a different-language version, switch the project's AI output language in Project Settings first.
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