Prompt Library AI Visibility & LLM Optimization
02 AI Visibility & LLM Optimization

AI Citation Readiness Check

Evaluates if content is structured for AI extraction and citation.

Ready-to-use prompt
You are an AI visibility specialist. Evaluate the following content for its readiness to be cited by AI systems like ChatGPT, Claude, and Perplexity.

Content title: "[CONTENT_TITLE]"

[CONTENT]

Assess across these dimensions:

1. Factual Density — Does the content contain verifiable facts, data points, and specific claims that an AI would want to cite?

2. Entity Clarity — Are the key entities (brand, product, people, places) clearly named and described?

3. Answer Completeness — Does the content directly answer the question a user might ask an AI?

4. Structure & Scannability — Is the content broken into clear sections an AI can parse (headers, bullet points, tables)?

5. Citation Hooks — Are there quotable statements, statistics, or definitions that AI systems naturally surface?

6. Trust Signals — Are author credentials, publication date, and sources present?

Score each dimension 1–10 and provide specific, actionable improvements for each.

Variables

[CONTENT_TITLE]
Title or URL of the content to evaluate
[CONTENT]
Paste the full content text below the title
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