AEO is the discipline of winning the answer panel at the top of a SERP. Where AEO overlaps with SEO, where it doesn't, and how to pick targets.
Google does not penalize AI-written content. It penalizes content that lacks information gain. The PNP rule for using AI without wrecking SEO.
SEO and GEO share a foundation and diverge at the layer above. The PNP comparison: what each optimizes for, where the disciplines overlap, and the sequence that makes both pay out.
AISEO is the discipline of getting B2B SaaS content cited by AI search engines. The PNP playbook: information gain, extractable structure, entity strength, topical depth.
A fair 2026 comparison of three B2B SaaS marketing models — AI-only stack, hybrid agency, traditional full-service — with criteria, honest tradeoffs, and a decision guide by stage.
A no-jargon beginner's playbook for B2B SaaS marketers on adapting SEO for AI Overviews, LLM citations, and generative search.