AI visibility benchmark

Who the assistants actually name

Every quarter we ask the four major assistants the same forty buying questions a Greater Manchester business owner would ask, and record which firms get named. Same prompts, same wording, every time.

  • Q3 2026
  • Updated 1 September 2026
  • 40 prompts
  • 4 assistants

Results

Prompt Named Cited Moved
AI automation company Manchester 6 Directory listing +2
who can automate invoice processing UK 4 Guide page +1
AI chatbot agency Greater Manchester 7 Service page —
what does workflow automation cost UK 3 Guide page +3
AI training for teams Manchester 5 Service page −1

Method

  1. Forty prompts, fixed wording, re-run in a clean session with no history.
  2. Four assistants: ChatGPT, Claude, Perplexity and Google AI Overviews.
  3. Every named company recorded, with the source the assistant cited.
  4. Run on the first working day of the quarter, from a Manchester IP.

Placeholder figures. The live version publishes the full forty prompts and every company named.

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