Traceable findings
Queries, observed answers and analysis context. A basis for reviewing the findings and their limits.
AI is already talking about your category. Discover what it says about your brand, which sources it uses and where you can build a better-supported presence.
Consulting by Wiwo technology by

Explore a claim and the sources supporting it. Move from “my brand appears” to understanding how it is being presented.
OpenAI · Gemini · Claude · Grok
The answer links to a service page on Demo brand’s website. This is a first-party source; check whether it explains service coverage and contact channels.
Make it clear where you operate, who you can help and how to contact you. Specific information helps an answer describe your service more accurately.
An answer can sound favorable and have little support. A criticism can repeat across engines without an independent source confirming it.
Separating presence, tone and evidence helps identify the useful questions: what information is missing, what is being misinterpreted and what to work on first.
Explore our IA Visibility capabilityWe combine answer analysis, editorial review and technical work. The assessment defines the areas your brand needs to address.
We select brand, category and comparison questions. We agree on market, language, competitors and engines, and preserve date and context so findings can be compared.
A query matrix and record of answers.
We break answers into claims and group them by topic. We review mentions, favorable or unfavorable descriptions and what repeats across engines, without confusing consensus with evidence.
A map of topics, claims and differences between engines.
We connect claims to cited sources. We distinguish the brand’s website, independent publications and interested-party sources. We flag missing sources and what needs human verification.
Connections between claims, sources and available support.
We review products, services, locations and relationships between entities. We prioritize clear, current information with authorship and evidence. Structured data must match the visible content.
Information gaps and editorial recommendations.
We review crawling, indexing, rendering, internal links, canonicals and bot permissions. Each platform’s configuration matters: allowing crawling does not require an engine to cite or recommend a page.
A technical review and agreed website corrections.
We prioritize content and documentation, relevant external sources and technical improvements. We agree on how often to repeat comparable queries and review changes alongside available business signals.
A plan by impact and effort, with owners and monitoring.
We agree on questions, engines, markets and deliverables before starting. The analysis becomes work your team can take forward.
Queries, observed answers and analysis context. A basis for reviewing the findings and their limits.
Connected claims, topics and sources. Tone, repetition and support treated separately.
Prioritized gaps and opportunities. Recommendations for content, information and technical access, with owners and scope.
Comparable queries and an agreed frequency for observing changes. Interpretation is checked against business context.
Let’s start with your category, your markets and the questions that matter to your business.
Discover what AI claims about your brand, which sources it cites and where evidence is missing. A assessment with Wiwo.MetriQ and a GEO action plan.
Content reviewed on October 20, 2026.It analyzes how a brand appears and is described in AI-generated answers. Wiwo reviews mentions, claims, tone, sources and differences between engines to understand that presence through evidence.
IA Visibility observes and diagnoses brand presence. GEO, Generative Engine Optimization, turns the findings into improvements in content, information, accessibility and authority that can help the brand be understood and cited accurately.
The assessment can compare answers from OpenAI, Gemini, Claude and Grok. Before starting, we agree on engines, questions, market and period. Availability and source retrieval methods vary between platforms.
No. Tone describes how the brand is presented. Documentary support shows which sources support a claim and whether they are first-party, third-party or absent. Repetition across engines does not prove a claim is true, either.
Depending on the agreed scope, you receive the reviewed queries and answers, an analysis of claims and sources, differences between engines, opportunities and GEO work priorities. The findings can be presented in Wiwo.MetriQ and shared with your team.
IA Visibility is a Wiwo.MetriQ module. It brings together AI presence analysis, answers and sources so you can review the information. Wiwo’s service adds assessment, interpretation and a work plan agreed with your team.
No. Each platform decides what it retrieves, synthesizes and cites. We work on verifiable information, content and monitoring; we do not sell guaranteed positions. The results are observations from specific queries and dates.
Your brand, category, markets and the questions you want to understand. We define competitors, engines and reference sources. Tool access, technical scope and review frequency are agreed before starting.