AEO Citation Score & Optimizer

Your content might rank well on Google and still be invisible to ChatGPT, Perplexity, and Gemini. These AI answer engines extract a single passage to answer a question directly, instead of returning a list of links. This Agent analyzes a page or piece of text and identifies why it may not be that passage — along with specific, concrete fixes.

Capabilities

• Scores a page or text from 0–100 across 5 signals: answer-first structure, FAQ quality, statistical/entity density, content structure, and technical crawler access
• Rewrites the opening paragraph to be more self-contained and citation-friendly, using only facts the user provides
• Generates an FAQ block in both plain text and JSON-LD schema format
• Reviews robots.txt for AI crawler access (GPTBot, PerplexityBot, ClaudeBot, OAI-SearchBot, Google-Extended)
• Suggests off-site steps for building third-party mentions

Use Cases

• A founder or marketer wants to understand why their product page isn't mentioned when people ask AI assistants for recommendations in their category
• An agency wants a repeatable audit process to offer AI-search-readiness reviews to clients
• A writer wants new content structured well from the first draft

Example Input → Output

Input: a URL or pasted article/page text

Output:

1. A citability score out of 100, with a breakdown by signal
2. A before/after rewrite of the opening paragraph
3. An FAQ block (plain text + schema markup)
4. A technical checklist covering crawler access and content freshness
5. A short list of off-site suggestions

FAQ

Does this guarantee my page will be cited by ChatGPT or Perplexity?
No. These systems are non-deterministic, and no tool can guarantee a specific citation outcome. This Agent addresses the structural and technical reasons content may be overlooked.

Does it require an API key?
No. It runs inside your existing agent client using whichever model you already have configured.

Will it invent statistics to improve the score?
No. If a data point is missing, it will say so and suggest what kind of information would help, rather than fabricating one.

Requirements

No external API, subscription, or account setup is required after download.