AI market position scorecard

See who AI recommends.

Ask the questions buyers actually ask. See which brands AI mentions and recommends. Get a fair market scorecard and a practical path to improve.

From one brand to a market answer.

  1. 01

    Understand the brand

    Share one public product page. Review the brand, product and customer needs, then choose up to four buyer questions before any AI checks run.

  2. 02

    Ask your selected questions

    We pick natural, high-intent questions buyers actually ask across the selected AI systems.

  3. 03

    Read the AI answers

    We retain every completed answer exactly and show source links when they are returned.

  4. 04

    Score the market position

    We judge mentions and recommendations relative to the competitors observed in the same answers.

Inside the scan.

Illustrative structure — not a customer result.

Buyer question

What is the best solution for this buyer need?

AI systems scanned
  • ChatGPTSelected
  • ClaudeSelected
  • GeminiSelected
  • PerplexitySelected

Exact AI answers

  • ChatGPTExact answer retained
  • ClaudeExact answer retained
  • GeminiExact answer retained
  • PerplexityExact answer retained
How answers are classified

Absent · Cited · Mentioned · Recommended · First choice

Relative market position

Mentions and recommendations observed

Your brand
Observed alternatives

Market-position scorecard

Illustrative structure — not a customer result.

Mentioned
Recommended
First choice
Relative rank

Know what happened. Know what to change.

  • Exact evidence

    See every completed AI answer exactly as returned, with source links when the system provides them.

  • Fair relative score

    Understand how your brand compares on mentions, recommendations, and answer prominence.

  • Clear next steps

    See evidence-linked opportunities to strengthen what AI systems can find, understand, and recommend in your category.

  1. Technical

    Fix what AI can't find or can't trust.

    • Improve crawlability and indexing
    • Strengthen schema and entities
    • Clean up broken pages and redirects
  2. Tactical

    Build the signals AI relies on.

    • Create authoritative, helpful content
    • Earn citations in trusted sources
    • Strengthen reviews and comparisons
  3. Practical

    Make your brand the easy answer.

    • Answer real buyer questions
    • Clarify your differentiation
    • Make proof easy to find and cite

What was asked, what came back, and what the scan cannot prove.

  • What we ask

    Four natural buyer questions selected for your category.

  • What we deliver

    Every completed AI answer retained exactly, with source links when returned.

  • What we score

    Mentions, recommendations, and answer prominence relative to observed alternatives.

  • What we do not prove

    Sales impact, future performance, or visibility outside the observed scan.

Observed evidence only.Every completed answer is retained exactly; source links are shown when returned.

See the AI-answer market your brand is competing in.

Check my brand