/08 · AI Brand Visibility & Competitor Analysis

AI Brand Visibility & Competitor Analysis

Codes exported AI-assistant responses with denominators: mentions, citations, position, competitors and sources.

Enter your brand, aliases, domains, competitors and market, then import responses exported in the supported JSON shape or load the demo dataset. The tool codes every response on the same fields and produces rates with their denominators, sample sizes, providers and run times. Live provider queries run only on a deployment where the owner has enabled a configured provider; the report always states which source it used (demo, import or live sample).

FAQ

• Does the tool query AI assistants live?

  Not by default. Live collection is a separately enabled, bounded capability; while it is inactive the tool works on responses you export yourself or on the labelled demo dataset. When it is enabled, every report is labelled a live sample with provider, model and run time, and the same coding method applies to all three sources.

• What is the difference between a mention and a citation?

  A mention is the answer naming your brand or an alias. A citation is the provider listing one of your pages as a source. They are reported with separate denominators because they need different fixes.

• What does the score mean?

  The composite indicator is a disclosed original formula: 0.6 × mention rate + 0.3 × citation rate + 0.1 × first-position rate. It is not an industry standard and never replaces the rates and sample sizes.