Competitors are cited in AI answers and you are not
Answer engines name other brands for questions your pages cover.
Service
AEO, GEO & Generative Engine Visibility
Engineer web content for extraction and citation in Google AI Overviews, Perplexity, and ChatGPT with structured answer spans, entity grounding, and machine-readable endpoints.
Signs
Signs this is what is holding you back
Clicks fall while rankings hold
AI Overviews and zero-click results answer the query before the click.
Your brand is described inconsistently
Different sources give different facts about what you do, so models repeat the confusion.
No one tracks AI visibility
There is no stable prompt set or record of how often you are mentioned or cited.
What this service covers
- Answer Engine Optimization (AEO)
- Generative Engine Optimization (GEO)
- llms.txt standard implementation
- Knowledge Graph entity grounding
- LLM prompt matrix & C-SoV tracking
- RAG semantic chunking & extraction testing
- Brand citation share measurement
- Structured entity attribution schema
What lands on your desk
- AI visibility baseline: prompts, engines, mentions and citations
- Page-level rewrite recommendations for answer-first structure
- Entity consistency checklist across site, schema and profiles
- llms.txt and structured data recommendations
- Recurring tracking report with method notes
Method
Retrieve, understand, verify
The same sequence every time, so each step can be checked.
1
Build a prompt set from real customer questions and record a baseline of mentions and citations.
2
Rewrite priority pages so each key section opens with a direct, self-contained answer.
3
Make entity facts consistent across pages, structured data, profiles and third-party sources.
4
Publish machine-readable helpers such as a clean llms.txt where useful.
5
Re-run the prompt set on a schedule and report ranges, not single results.
Proof
All case studies Where this has been applied
Search Console data. Client names withheld.
Questions
Common questions
Can you guarantee citations in AI answers?
No one can. The work improves the odds by making your content easier to retrieve, understand and verify, and measures the result honestly.
Does this replace traditional SEO?
No. Answer engines still rely on pages that are crawlable, relevant and trusted, so the foundations stay the same.
Which engines do you track?
The ones your customers use. Typically Google AI Overviews, ChatGPT and Perplexity, with the prompt set kept stable between runs.
let's talk
Want this scoped for your site?
Start with the 3-step diagnostic. I reply with where I would begin and why.