Our Methodology

The AI Perception
Audit™

An independent diagnostic built on reproducible protocols, executive-grade reporting, and zero conflict of interest. Not a content audit. Not a software dashboard. A strategic diagnostic.

The Framework

Five dimensions.
One clear picture.

1
LLM Presence Mention Score
Frequency and regularity with which the organisation is mentioned in AI responses for strategic queries related to its sector, services and market. A low presence score indicates structural invisibility — the most fundamental form of AI risk.
2
Accuracy Accuracy Score
Degree of alignment between what AI systems say about the organisation and current operational reality. Services, geography, positioning, leadership: every inaccuracy constitutes a reputational and commercial risk — stated by AI with the same confidence as accurate facts.
3
Positioning Competitive Rank
The organisation's rank in spontaneous AI recommendations against its direct competitors. On a query such as "best [sector] for [need]", is the organisation cited first, third, or not at all? The hierarchy established by AI directly influences conversion rates.
4
International Visibility Cross-lingual Score
Consistency of AI perception across languages and geographic markets. Organisations that produce content primarily in one language often discover their visibility collapses on English-language queries — silently losing opportunities on expansion markets.
5
Sentiment Trust Signal
Tone of AI responses associated with the organisation: positive, neutral, or carrying negative signals. A neutral sentiment can be as damaging as a negative one if competitors benefit from clearly positive positioning in the same responses.

Proprietary Framework

VisibilityScan™

VisibilityScan™ is our proprietary analysis framework and scoring protocol, developed in-house over multiple audit cycles to ensure reproducible, benchmarkable and decision-grade results.

Every query, scenario and scoring criterion is documented and standardised. Your February 2026 result is directly comparable with your August 2026 result. You can measure progress.

Unlike automated SaaS tools, VisibilityScan™ is executed by human analysts who interpret results in strategic context — not just surface metrics.

15
Standardised Research Scenarios 4 angles: Identity & Reputation, Recommendation & Comparison, Trust & Risk, International Visibility. Each tested in the target language and in English.
6
AI Platforms Audited ChatGPT, Gemini, Perplexity, Copilot, Grok and Meta AI — each treated according to its specific behavioural and sourcing characteristics.
/100
AI Perception Index Score Normalised score across 5 dimensions, enabling sector benchmarking and progress tracking over time.

Our Offers

The right diagnostic
for your stage

Entry point
149€
AI Perception Pre-Report

8–10 page express diagnostic. Platform scores, 3 priority risks, actionable recommendations. Delivered within 48–72h.

  • 6 platforms audited
  • 5 dimensions scored
  • 3 priority risks + recommendations
  • Competitive snapshot
  • Confidential PDF delivery
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On quote
Full AI Perception Audit™

25–30 page in-depth diagnostic. Complete dimensional scoring, competitive benchmarking, and 12-month strategic action plan.

  • Complete dimensional scoring
  • 3–5 competitor benchmark
  • AI source mapping
  • 12-month action plan
  • Executive debrief session
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On quote
Quarterly Monitoring

Continuous AI Perception Index tracking. Quarterly full audits, drift alerts, competitive benchmarking, progress reporting.

  • Quarterly full audit
  • Competitor tracking
  • Perception drift alerts
  • Executive progress reports
  • Strategic advisory calls
Learn more →