Independent GEO diagnostic • 7 LLMs • AI advisory pioneers since 2025

The AI Perception
Audit™

Are you cited by ChatGPT, Claude, Perplexity, Gemini, Copilot, Grok and Meta AI on your strategic queries? Our diagnostic identifies why — and how to get you cited and recommended.

Only 16% of brands monitor their AI visibility, while 28% of companies ranking #1 on Google are not cited by conversational AIs. 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.

Order the Pre-Report — €149 → Discover the methodology ↓

The Framework

Five dimensions.
One clear picture.

1
LLM PresenceMention 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
AccuracyAccuracy 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
PositioningCompetitive 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 VisibilityCross-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
SentimentTrust 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.

Scoring methodology

The VisibilityScan™ Scale

Each organisation receives a composite score from 0 to 100, calculated across all five dimensions and seven AI platforms.

0 – 25InvisibleNo mentions or erroneous mentions across AI platforms.
26 – 45InsufficientSporadic mentions, often inaccurate or incomplete.
46 – 65AdequateRegular presence but not optimised for AI citation.
66 – 80Good VisibilityFrequent and generally accurate mentions across platforms.
81 – 100AI AuthoritySystematic reference, content cited as authoritative source.

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.

14
Standardised Research Scenarios 4 analysis angles: B2C consumer, B2B professional, academic research, purchase intent. Each tested in the target language and in English. Total: 84 proprietary tests.
7
AI Platforms Audited ChatGPT, Claude, 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.

Why A&S

Why A&S and not
an automated SaaS?

01 · Human analysts

Strategic context, not just numbers

Every audit is executed and interpreted by a senior consultant. SaaS tools give surface metrics; we deliver recommendations contextualised to your market and direct competitors.

02 · Reproducible protocols

Comparable quarter after quarter

Same prompt, same methodology, same scoring grid. You can measure your progress over time — impossible with tools that change their scoring algorithm every month.

03 · Zero conflict of interest

Neutral recommendation, your interest only

We sell no netlinking, no monthly SEO retainer, no SaaS licence. Our only deliverable: the diagnostic. Our only recommendation: what serves your strategy.

Tools and sources

Our diagnostic
stack.

A&S combines its proprietary VisibilityScan™ framework with best-in-class market sources: reproducible manual tests across 7 AI platforms, LLM citation tracking tools, and advanced analytics instrumentation to measure real AI referrals.

Manual testing

We master the specific requirements of all 7 LLMs
84 prompts · 14 scenarios × 4 angles

AI citation tracking

Otterly.ai · Peec.ai
continuous monitoring

SEO & competition

Semrush · Ahrefs
sector benchmark

Real AI referrals

GA4 · Search Console
chatgpt.com / openai.com

Timing and deliverables

Three formats.
Three commitments.

Format Timeline Deliverable Price
Pre-Report 5 business days Synthetic scan 7 LLMs · 10 key prompts · PDF 25-30 pages €149
Full AI Perception Audit™ 3 to 4 weeks 5 dimensions · 84 tests · competitive benchmark · 30/90/180-day action plan · PDF 80-100 pages On request
Quarterly Monitoring Recurring Q1 → Q4 Full re-scan · delta vs previous quarter · updated recommendations On request

Frequently asked questions

What executives
often ask us.

What is an AI Visibility Audit?

An AI Visibility Audit measures how your brand, products and expertise are perceived, cited and recommended by generative AIs (ChatGPT, Claude, Gemini, Perplexity, Copilot, Grok, Meta AI). It evaluates your presence in training datasets, the quality of citations obtained, brand sentiment, and your position against direct competitors.

Why audit AI visibility in 2026?

Because only 16% of brands monitor their AI visibility, while 28% of companies ranking #1 on Google are not cited by conversational AIs. As AI-first searches become mainstream (ChatGPT, Perplexity, Google AI Overviews), invisibility in LLMs progressively equals invisibility altogether. The audit identifies priority remediation levers.

Which AI platforms are covered?

Seven major AI platforms: ChatGPT (OpenAI), Claude (Anthropic), Gemini (Google), Perplexity, Copilot (Microsoft), Grok (xAI) and Meta AI. Extended coverage includes AI-augmented search engines (Google AI Overviews, Bing Copilot) and voice assistants where relevant.

How does an AI Perception Audit™ work?

Our proprietary AI Perception Audit™ methodology deploys 14 strategic scenarios × 4 analysis angles (B2C consumer, B2B professional, academic research, purchase intent) = 84 proprietary tests across 7 AI platforms. The deliverable includes B2C/B2B scoring, anonymised sectoral benchmark on 5 dimensions, and a 3-horizon action plan (30 days / 90 days / 6 months).

How long does a full audit take?

The synthetic Pre-Report (25-30 pages) is delivered within 5 business days. The full AI Perception Audit™ (80-100 pages) requires 3 to 4 weeks depending on sectoral complexity and linguistic scope. Recurring quarterly monitoring ensures longitudinal measurement.

What's the difference vs a traditional SEO audit?

A traditional SEO audit measures your position in Google results pages. An AI visibility audit measures your presence in answers generated by conversational AIs — which are not Google-indexed, use different ranking algorithms, and prioritise differently structured sources (Wikipedia, Reddit, institutional sites, LLM training data). The two audits are complementary, not substitutes.

How much does an AI Perception Audit™ cost?

The Pre-Report is priced at €149 incl. tax. The full AI Perception Audit™ and recurring missions (Levels A / B / C) are quoted on a per-scope basis — indicative range €4,500 to €12,000 excl. tax per month for an annual mission. Detailed pricing available on request via our contact form.

Our Services

Three levels of engagement.
One standard of quality.

From the express Pre-Report to the Full AI Perception Audit™ and continuous Quarterly Monitoring — every diagnostic is independent, confidential, and built for executives.

Order the Pre-Report — €149 → View all pricing →