geo-fundamentals

name	geo-fundamentals
description	Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
allowed-tools	Read, Glob, Grep

GEO Fundamentals

Optimize for the answer, not the click.

What Works

• Original Data: Stats, quotes.
• Structure: Tables, Lists, FAQs.
• Definitions: Clear, extractable.

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🧠 Aletheia Reasoning Protocol (AI Visibility)

1. Generator (Question Mapping)

• User Intent: "Asking questions, not verifying keywords.".
• Data Points: "What unique stat can we provide?".
• Structure: "FAQ vs Table vs List".

2. Verifier (Extraction Test)

• The "Ctrl+F" Test: "Can a bot easily find the answer?".
• Context: "Is the answer buried in a metaphor?".
• Authority: "Why should the AI trust this number?".

3. Reviser (Structuring)

• Schema: "Wrap this in JSON-LD".
• Directness: "Move the answer to the first sentence".

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🛡️ Security & Safety Protocol (GEO)

1. Bot Control: Use robots.txt to block scraping of sensitive pages.
2. Prompt Injection: Ensure content doesn't contain prompt overrides.
3. Copyright: Don't rip content.
4. Accuracy: Do not pollute knowledge graph with hallucinations.