Industry

Five AI visibility myths and what's actually true

2026-02-05 · 3 min read

Bad advice spreads fast in this space. Here are the five most common AI visibility myths and the real story.

The AI visibility space is full of confidently-stated claims that are partly or completely wrong. Here are five we hear weekly and what's actually true.

Myth 1: "Blocking AI bots protects my content"

Reality: blocking AI bots prevents your content from being included in training data going forward, but content already crawled is already there. And blocking only the AI bots that respect robots.txt does nothing about the ones that don't. The protection is partial; the visibility cost is total.

Myth 2: "Common Crawl includes every page on the web"

Reality: Common Crawl crawls a substantial fraction of the public web but is selective. They prioritise highly-linked sites and respect crawl budgets. A new site with few inbound links might not appear for many months even with CCBot fully allowed.

Myth 3: "You need to buy paid AI visibility services to be cited"

Reality: there are no paid services that can guarantee AI citation. There's no "submit to AI" form like there is for Google Search. The work is structural: allow bots, publish substantive content, build inbound links. That's it. Paid services that promise more are either reselling what you can do yourself or making false claims.

Myth 4: "AI models can read PDFs and images so format doesn't matter"

Reality: training datasets are overwhelmingly text-from-HTML. PDFs and images contribute less, with lower accuracy in extraction. Text in HTML is by far the most reliably-included content format. If you have important content in a PDF, also publish an HTML version.

Myth 5: "AI visibility is a fad and SEO is forever"

Reality: SEO isn't going anywhere, and the underlying skills overlap heavily. But the distribution channels are diversifying. ChatGPT, Claude, Gemini and Perplexity collectively serve hundreds of millions of queries that previously went to Google. Treating AI visibility as a fad ignores how fast that distribution is shifting.