An engineering perspective
Experience with Python/Django, APIs and data systems translates into analysing how models select sources, map entities and judge the credibility of a passage.
Founder of AiVisible, senior backend engineer and AI Visibility strategist. I combine hands-on backend systems work with the visibility of B2B brands in answers from ChatGPT, Gemini, Claude and Perplexity.

Founder / AI Visibility Strategist
Engineering data, entities and citability for AI search.
answers kept on record
coding method
buying context
Reverse-engineering the signals that make AI systems recognise a brand as a credible answer within a given market segment.
Areas of expertise
AiVisible does not treat AI search as another keyword list. The work starts with structured data, entity context, citable passages and sources a model can rely on.
Share of Model audits
Brand Gravity
LLM data injection
Citation engineering
Vector database and RAG analysis
Sentiment control
Schema.org and entity mapping
Approach
Experience with Python/Django, APIs and data systems translates into analysing how models select sources, map entities and judge the credibility of a passage.
I understand how semantic search, embeddings and context retrieval work. That is why the strategy covers structure, facts and repeatable evidence - not only content.
I maintain a public knowledge base on AI Visibility, GEO, AEO and citability so B2B companies can make decisions from measurement rather than promises.
Fact density
AI systems need consistent, corroborated information spread across trusted sources. At AiVisible we design content, structured data and external signals so a model stops guessing and starts recognising the brand as the right answer.
Measure whether AI systems know the brand and how they describe it.
Identify gaps in entities, sources, structured data and content.
Build citable passages and external trust signals.
Next step
Start with a short visibility assessment. You will see whether AI recommends your company, which brands it places alongside you and which sources build trust in your category.