Visibility baseline
See how answer engines describe you now
Representative prompt testing, citation review, competitor comparison and gaps across ChatGPT, Google AI Overviews and Perplexity.
AEO · GEO · AI search
Become a source AI can understand and cite.
I improve the facts, structure and authority around your business so answer engines can retrieve your content, identify what you do and confidently use it in generated answers.
01 · IdentityRecognize the entity
02 · RetrievalExtract the answer
03 · TrustSelect the citation
AI visibility needs more than a schema plugin.
Generative systems assemble answers from content, entities and corroborating sources. The work makes your claims explicit, your pages easy to extract and your business consistent across the wider web.
Entity clarity
Define who you are and what you do
Organization and service facts, consistent naming, author signals, corroborating profiles and machine-readable relationships.
Answer-ready content
Make useful passages easy to retrieve
Direct definitions, evidence-backed claims, question coverage, clear page structure and internal links built around real prompts.
Technical signals
Remove barriers to discovery and reuse
Crawler access, canonicals, sitemaps, structured data, metadata and llms.txt reviewed as parts of a broader system.
A good fit when customers ask AI who to trust.
Your competitors appear in generated answers and you do
not.We compare the sources and signals behind that
visibility.
Your expertise exists, but machines cannot extract it
cleanly.We restructure key pages around explicit questions, claims and
evidence.
Your brand information is inconsistent across the web.We strengthen entity clarity and corroboration.
A measurable AI-search workflow.
AI answers fluctuate, so the process uses a documented query set and treats citation visibility as evidence, not a promise.
01Query set
Define the questions, services, locations and comparison prompts that represent buying intent.
02Source audit
Record current answers and citations, then inspect your content, entities and competitors.
03Implementation
Improve structured data, key passages, authorship, supporting pages and external consistency.
04Re-test
Repeat the query set, document movement and identify the next evidence or authority gap.
AEO and GEO, without the fog.
Clear definitions and honest expectations.
What is the difference between SEO, AEO and GEO?
SEO improves visibility in conventional search results. AEO structures information for direct answers. GEO improves the likelihood that generative systems can retrieve, understand and cite a source. They overlap and work best together.
Can you guarantee a ChatGPT or AI Overview citation?
No. Answers vary by model, prompt, location and time. I improve the signals that make citation more likely and measure representative queries before and after the work.
Is llms.txt enough to improve AI visibility?
No. It can provide a useful summary, but it does not replace accessible pages, clear entities, strong content, structured data and third-party corroboration.
See what AI says before your customer asks.
Send your website and the questions you want to own. I’ll review the current answer landscape and recommend a focused starting scope.
Request an AI visibility review →