Guides for pages that need to be found and cited
Read the short answer first, then use the examples and checklists to improve a real page.
Generative engine optimization
What GEO, LLM SEO, AI search optimization, and AI content optimization have in common, and how to build a page people can use.
Read the guideHow to get cited by AI
A practical page workflow with an independent section on Google AI Overviews and what it does not prove.
Read the guideAI visibility tools
A realistic evaluation framework for generative engine optimization tools and answer engine optimization tools.
Read the guideChoose a learning path
Start with the decision you need to make
These three paths use different evidence. Follow the shortest path that answers your question, and stop when the evidence no longer supports the claim.
01
I need to improve one public page
Make the page easier to cite
Work from the reader's question to the answer, qualifications, sources, and publisher details. Finish by checking the rendered page, not the draft.
Follow the page workflowUse it to
- Find missing answers, evidence, scope, and ownership signals
- Turn a broad page into a sequence a reader can verify
- Choose a concrete page edit before changing markup
It cannot prove
That ChatGPT, Gemini, Perplexity, Google AI Overviews, or another provider used the page in a live answer.
02
I need a repeatable editing method
Use GEO as page work, not a slogan
Connect one audience question to a direct answer, supporting detail, primary sources, and technical access. Review meaning before adding more schema or keywords.
Read the GEO workflowUse it to
- Separate useful GEO work from keyword stuffing
- Order content, source, structure, and access checks
- Review an edit against the reader's task
It cannot prove
Live visibility, a ranking increase, or a causal relationship between one page edit and a later citation.
03
I need to choose the right measurement
Separate a page audit from live visibility
Match the decision to the evidence. Page audits inspect a URL, focused tools answer one technical question, and visibility studies preserve prompts, providers, times, and returned sources.
Compare measurement typesUse it to
- Choose between an audit, a focused checker, and repeated observation
- Distinguish a brand mention from a linked source citation
- Identify the evidence a credible result should retain
It cannot prove
That one provider response represents every prompt, audience, region, model, or point in time.