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AIB · Artificial Intelligence Bureau

AI visibility, measured — not guessed

AI visibility is a distribution, not a single prompt. AIB scores unbranded discovery, live presence, and how consistently engines agree. Branded “tell me about {name}” belongs in accuracy — not in the discovery score.

AI search visibility · LLM visibility · AI search monitoring

What AIB measures

  • Mention rate on unbranded buyer questions
  • AI Live Presence Score (grounded + retrieval) — the UX Presence number
  • AI Memory Score (parametric / open-model probes) — not mixed into Presence
  • Knowledge gap: live presence minus memory
  • Cross-AI consistency

How the Bureau works

  1. A planner selects prompt families, markets, and languages. We do not run a Cartesian explosion of every cell.
  2. Each observation stores model, mode, grounding, citations, and cost telemetry.
  3. Weights live in scoring profiles and vary by company type.

What this is not

  • A 0–100 Presence Score is UX. The matrix underneath is the asset.
  • One prompt × one run is not a measurement.

Questions

How is the Presence Score calculated?

Default weights: discovery 20%, recommendation 15%, share of voice 15%, citation authority 15%, accuracy 15%, consistency 10%, own-domain 5%, sentiment 5%. Profiles can override weights. See Methodology.

What is not measured?

Exact consumer ChatGPT / Gemini / Copilot UIs, Google AI Overviews as a separate Search product, and any claim that we control model outputs.

What does AI know about you?