iSEO
Why your brand is missing from AI answers, and what to change
Manufacturer F ranked well on its core keywords and still lost qualified traffic. Buyers were asking assistants instead of search boxes, and the answers named other suppliers.
Two surfaces, one visibility question
Natural search rewards pages. AI answers reward extractable, consistent, well-attributed statements about what a company does, for whom and with what proof.
A brand can hold strong rankings and still be invisible in generated answers because its claims are trapped in PDFs, imagery or vague marketing language that no system can quote.
What decides whether you get cited
- Clear, specific, machine-readable statements of capability and category.
- Consistency of the same facts across every surface where the brand appears.
- Structured data that describes products, organization and expertise.
- Third-party mentions that corroborate the claim rather than repeat the slogan.
- Pages that answer the exact question a buyer asks, in the buyer's wording.
How iSEO is measured
Visibility is tracked on both surfaces: ranking and traffic for natural search, and share of citation in AI answers for the questions that matter commercially.
The output is a prioritized list of gaps, each with the query, the current answer and the evidence of what the answer names instead.
Where it connects
Visibility only converts where a buyer can actually purchase. That is the point where distribution coverage decides the outcome.
Research Example
This research example is based on information available at the time of analysis and is presented to illustrate a Lensforce use case. The organization referenced is anonymized and is not presented as a Lensforce customer.