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Free audit Audit

01 Method

02 Surfaces

03 Evidence

04 Firm

Free audit See how six answer engines describe your brand today.
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01 Writing

Notes from inside the answer layer.

What the engines are actually doing, written down as we work it out. No predictions, no round numbers, and nothing we would not be happy to be quoted on.

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6
Subjects
Metrics · Platforms · Strategy · Technical
A row of identical paper cards lying flat, with one lifted and standing on its edge

Metrics December 15, 2025

What Is Share of Recommendation?

The share of AI answers that name your brand — how it is defined, how the denominator changes it, and what stays fixed between runs.

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All articles

  1. A stack of paper sheets with four pulled part-way out and fanned to one side Platforms December 1, 2025 How ChatGPT Selects Sources Understanding the retrieval and citation pipeline in ChatGPT.
  2. Two folded paper forms of different geometry either side of a single hairline seam Strategy November 18, 2025 GEO vs AEO: What is the Difference? Generative Engine Optimization and Answer Engine Optimization compared.
  3. Small spheres and one cube arranged in a constellation and joined by taut black thread Strategy November 2, 2025 Why Entity Optimization Drives AI Visibility Entity optimization makes a brand resolvable to a machine: one name, one description, one canonical page per concept, and explicit relationships.
  4. A lattice of thin dark rods laid over pale paper, with one cell filled solid Technical October 20, 2025 The Role of Structured Data in AEO JSON-LD, Microdata and knowledge graph connections for AI visibility.
  5. Six paper strips of differing heights standing upright in a row, like a chart made of paper Metrics October 8, 2025 Measuring AI Visibility Across Platforms How to measure brand presence in AI answers: a fixed prompt set, repeated runs across several models, and the five signals worth recording.

04 The first move

Find out how six answer engines describe you.

The free AI Visibility Audit reports what ChatGPT, Perplexity, Google AI Overviews, Gemini, Claude and Copilot say about your brand today — and where the gaps are.

  • Platform-by-platform visibility snapshot
  • Entity clarity assessment
  • Competitor comparison
  • Prioritized actions

No account, no analytics access, no obligation.