Why does a sitemap matter for SEO and GEO?

Competitor benchmarking

See which competitors AI recommends and why.

See where competitors win, which sources support them, and what creates the difference.

Monochrome geometric artwork representing Fihrist AI visibility research

AI competitor visibility analysis compares how your brand and its alternatives appear in answers to the same buyer questions. The point is not to create another leaderboard. It is to explain the topics, sources, proof points, and perceptions behind a competitor's advantage so your team can choose the right response.

Knowing a competitor is ahead does not tell you what to fix.

A total score can hide the decision points that matter. A competitor may win a specific use case, comparison question, or trusted third-party source. Without that context, teams are left with a list of disconnected guesses.

What you can learn

Topic-level comparisons

Separate the subjects and decision stages each competitor wins.

Engine differences

Compare how the competitive picture changes across ChatGPT, Gemini, and Perplexity.

Recommendation evidence

Read the attributes, claims, and sources attached to each recommendation.

Prioritized gaps

Focus first on commercially important gaps your team can realistically close.

How the analysis works

Define the market

Agree on the brand, competitors, audience, and competitive questions before measurement begins.

Collect comparable evidence

Run the same buyer questions across the same AI engines, with every finding linked to the answer behind it.

Turn the gap into work

Turn the findings that matter into source, content, brand, or technical priorities, then measure again.

fihrist.io/dashboard/insights/competitors

What your team can do with it

  • Identify your real competitors in AI answers
  • Separate winning and losing topics
  • Find the sources supporting competitors
  • Prioritize action by commercial importance

Frequently asked questions

Are AI competitors the same as Google competitors?

Not always. AI answers can surface a different set of alternatives because they combine information from many sources.

What evidence supports the comparison?

Brand mentions, recommendation position, language, and cited sources from comparable questions and time periods.

Does this reveal a competitor's private strategy?

No. It analyzes observable answer and source patterns without claiming access to private information.

See where your brand stands in AI answers.

Request early access. We will help you define the market, competitors, and buyer questions worth measuring.

Request early access