Baseline and question map
Agreed brand, service, problem, proof, and location questions; products, market, language, date, and account context recorded before changes.
AI search visibility
I help businesses investigate how they appear in AI-assisted search, strengthen the website signals those systems can use, and measure what changes over time.
No crawl, index, citation, recommendation, traffic, enquiry, or sales outcome is guaranteed.
When this service fits
This work needs an established site, permission to inspect the relevant pages, and enough evidence to distinguish a real gap from an assumption.
Relevant questions produce competitors, directories, or generic advice but not your business.
An answer confuses people, services, locations, or sources with similar names.
Expertise, proof, and service details exist, but are vague, scattered, unsupported, or difficult to verify.
Checks are ad hoc, personalized, or undocumented, so a later answer cannot be compared fairly with the starting point.
What the work connects
Each link supports the next. None gives control over an external answer engine.
Review crawlability, indexability, canonical signals, internal links, and the useful pages available to search and answer systems.
Align the business identity, services, people, locations, page structure, and structured data with visible facts.
Strengthen original, useful content and traceable proof; identify where independent corroboration is needed.
Test fixed brand and buyer questions in clean contexts, record citations and limitations, and compare like with like over time.
Search and AI systems decide whether to crawl, index, retrieve, cite, summarize, recommend, or send a visit. A visitor decides whether to enquire.
What you receive
Deliverables are agreed to fit the site, available access, and the decisions the evidence needs to support.
Agreed brand, service, problem, proof, and location questions; products, market, language, date, and account context recorded before changes.
Findings across crawling, indexing, canonicalization, internal linking, page meaning, business identity, service clarity, and structured data.
Priority pages and proof gaps organized around genuine buyer questions, with unsupported claims excluded.
Agreed improvements to templates, links, metadata, schema, visible content, and measurement without treating one file or markup type as a shortcut to citations.
Dated prompt outcomes, recommendation order, citation URLs, search and index observations, limitations, and a comparable follow-up view.
Engagement model: Scope can stop after the audit and roadmap or continue into an agreed implementation and remeasurement phase. Scope, timing, access, and cost are agreed before work begins.
Evidence, not anecdotes
The workflow uses a frozen prompt set covering brand, specialty, problem, industry, location, and proof questions. Each stable question is repeated in a fresh conversation.
Results are time-bounded observations. Products, models, sources, interfaces, personalization, and access can change.
Current observation examples include ChatGPT, Gemini, Microsoft Copilot, and Perplexity, plus Google and Bing search signals. These are examples, not partnerships or guaranteed coverage.
What this does not promise
llms.txt, crawler access, structured data, or a new article alone will produce citations.Frequently asked questions
It overlaps with SEO but is not a replacement for it. Technical access, indexable pages, clear entities, useful content, credible citations, and a usable website support both. AI-answer observation adds controlled prompt testing and citation review.
No. External systems control crawling, indexing, retrieval, citation, summaries, and recommendations. The service improves eligible signals and documents what is observed; it cannot guarantee an outcome.
The current workflow can observe examples including ChatGPT, Gemini, Microsoft Copilot, and Perplexity, plus Google and Bing search and index signals where access allows. The agreed scope records the exact products, modes, market, language, and dates used.
A real business identity, a defined offer, an established website, permission to review the relevant pages, and access to available search, analytics, or indexing evidence. If proof is missing, the plan records the gap instead of inventing it.
We freeze the questions and test conditions, save dated outcomes and citations, verify search and index evidence separately, log interventions, and repeat the same protocol after an agreed interval.