Conversational answer engine

Improve brand visibility in ChatGPT.

AIARF studies whether ChatGPT recognizes your entity, when it recommends you, what claims it repeats and which sources shape those answers.

Core opportunity

Clear entity facts and strong third-party corroboration can make your brand easier to retrieve and safer to cite.

Assess ChatGPT

Questions we test

Turn a vague visibility problem into observable questions.

01

Does ChatGPT name the brand for relevant category questions?

02

Which sources appear when web search is used?

03

Are positioning, products and proof represented accurately?

Signals

What gets recorded.

  • Mention rate
  • Recommendation context
  • Citation domains
  • Narrative accuracy

Deliverables

What you can act on.

  • Prompt baseline
  • Source map
  • Entity fixes
  • Monthly verification

Platform-specific, system-wide

Start with ChatGPT, then connect the evidence across all seven engines.

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