pSEO LLM Visibility

Visibility in AI-generated answers. State as of 2026-10-12 (see https://github.com/lisbeth718/pseo-skills/blob/main/docs/research-2026-10.md). The key split: Google AI features are driven by normal SEO; other agents (ChatGPT, Claude, Perplexity, Apple, Meta) have their own crawlers and fewer documented rules.

Why This Matters for pSEO

• Heuristic (not a Google statement): AI answers tend to cite few sources per response, and some AI-assisted searches end without an outbound click
• Google says AI Overviews and AI Mode are "rooted in our core Search ranking and quality systems", so thin or scaled pSEO pages are not rescued by AI formatting tricks
• Other AI agents run their own crawlers; blocking them by accident removes you from their answers
• Controls over how Google uses your content in AI features changed in 2026 (see section 3)

Core Principles

1. Google AI features = classic SEO: indexed, snippet-eligible, crawlable, helpful, non-commodity pages. No extra technical requirements exist
2. Non-commodity content: Google warns against recycling content that "could easily be produced by a generative AI model". Original data and real utility beat restated generics
3. Do not manufacture variations: separate pages for every query variation or fan-out query, made to manipulate rankings or AI responses, violate the scaled content abuse policy
4. Separate audiences: Google AI features (fundamentals only) vs other agents (crawler access, optional llms.txt, clean HTML)
5. Honest signals: Google's spam policies now cover "attempting to manipulate generative AI responses". Inauthentic mentions and seeding are called ineffective