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Guides on SEO, GEO and AI visibility

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PerplexityBot and Perplexity-User Explained

Perplexity runs two agents, and states that one of them generally ignores robots.txt. Here is what each does and how to configure for it.

Published September 9, 2026 Reviewed September 9, 2026 Sources checked September 9, 2026 AI crawlers

Passage-Level Content Structure for Search and AI Retrieval

Google runs a passage ranking system and retrieval systems index chunks. Here is how to structure content for that without writing artificially for machines.

Published September 9, 2026 Reviewed September 9, 2026 Sources checked September 9, 2026 GEO

How LLM Visibility Monitoring Actually Works

What an AI visibility tool can honestly observe, how controlled prompts and provider APIs produce it, and why a "ChatGPT rank" is not a measurement.

Published September 9, 2026 Reviewed September 9, 2026 Sources checked September 9, 2026 AI visibility

How AI Search Citations Change Over Time

Why the same prompt cites different sources next week, what actually moved, and how to tell a real change from sampling noise.

Published September 9, 2026 Reviewed September 9, 2026 Sources checked September 9, 2026 AI visibility

Why Being Crawled Does Not Mean Being Cited by an LLM

Crawled, retrieved, used, cited, recommended — five distinct steps, each with its own preconditions and its own evidence. Conflating them is costly.

Published September 9, 2026 Reviewed September 9, 2026 Sources checked September 9, 2026 GEO