What changes in generative search?
Classic search sends users to a list of pages. AI search often creates a synthesized answer first, then attaches citations or source links. This means page rank, source selection, passage clarity, and brand entity signals all matter.
GEO should not replace SEO. It depends on crawlable pages, consistent entity data, useful content, and credible external references. Without those basics, answer engines have little reliable evidence to reuse.
- Crawlability and indexability still matter.
- Answer passages need to be quotable.
- Evidence is safer than unverified marketing claims.
What should a GEO-ready page contain?
The page should answer the buyer question early, then support the answer with definitions, comparison criteria, limitations, proof, and references. Lists, tables, FAQ blocks, and schema help both people and machines parse the page.
- One clear H1
- Question-style H2/H3 headings
- FAQ with visible answers
- References for factual claims
- Schema that matches visible content
What should not be promised?
No platform can guarantee that Google, ChatGPT, Perplexity, Gemini, Copilot, or another answer system will recommend a brand. A defensible program measures visibility, improves evidence, and explains uncertainty.