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AI Visibility Audit 2026: 15+ Resources, Methodology, Tools | AI Labs Audit
Complete AI visibility audit guide: AGS v2 multi-judge scoring, 5-zone dashboard, Premium PDF v3, per-engine methodology (ChatGPT, Claude, Gemini, Perplexity). 2026.
AI visibility audits precisely measure how a brand appears in answers produced by generative engines: ChatGPT, Claude, Gemini, Perplexity, Copilot, Mistral, Grok. An audit quantifies share of voice, sentiment, citations vs mentions, and surfaces the competitive prompts where your brand is missing.
A rigorous audit combines two dimensions: the native score (no web search, testing the LLM's memorised knowledge) and the web score (with browsing, testing the engine's ability to find and cite your site). The two tell different stories: a brand can be well indexed yet not memorised — or the other way around.
This hub centralises AI Labs Audit's audit methodology, hero grades (A+ to F), key metrics (share of voice, citation rate, sentiment), per-engine audits (ChatGPT, Claude, Gemini, Perplexity), premium PDF reports and scheduled audits for long-term tracking.
Blog articles on this topic
Related glossary terms
- AI Visibility Audit
- Visibility Score
- Native Score (Native AI Knowledge)
- Web Score (AI Web Search)
- Sentiment Score
- AI Citation
- Citation Readiness
- ChatGPT Audit
- Claude Audit
- Perplexity Audit
- Gemini Audit
- GEO Audit
- AEO Audit
- LLMO Audit
- GAIO Audit
- AIO Audit
- AISO Audit
- AI GEO Audit
- Scheduled Audit
- GEO Checklist
Frequently asked questions
What is an AI visibility audit?
An automated analysis that measures how a brand appears in answers from 10+ generative AIs (ChatGPT, Claude, Gemini, Perplexity...). It quantifies citations, share of voice, sentiment, and flags prompts where the brand is missing.
How much does an AI visibility audit cost?
AI Labs Audit offers 500 welcome credits on signup, followed by 100 credits per month on the free Discovery plan (no credit card required). Audits cost 50 to 300 credits depending on the number of prompts, models, and competitors tested — you can run several audits in your first month.
How long does a full audit take?
Between 5 and 30 minutes depending on depth: a quick audit (10 prompts, 3 models) takes 5 min; a full agency audit (50+ prompts, 300+ models, competitors) takes 30 min.
Difference between native score and web score?
Native score tests the AI without web search (memorised knowledge). Web score tests the AI with browsing (ability to find your site). Combined, they give a complete picture of your presence.
How often should I audit?
We recommend monthly audits via scheduled runs. AI models refresh their knowledge frequently — monthly cadence catches regressions and opportunities quickly.
What does the AGS v2 multi-judge scoring add over a classic score?
AGS v2 has five distinct LLM judges (Claude, GPT-4, Gemini, Llama, Mistral) vote on each answer, with Wilson confidence and anti-drift guards. The score is traceable, client-defensible, and resistant to a single model drifting.
What is included in Dashboard v4?
Five structured zones: Diagnostic, AI Presence, Engine Performance, GEO Audit, Action Plan. A single page to understand visibility, spot priority levers and trigger actions without switching screens.
What is the Premium PDF v3?
The Premium PDF v3 report mirrors the 5 dashboard zones, embeds the Top 3 verbatim mentions per engine and raises a hallucination alert if an AI-cited URL does not exist on the site. Ideal for white-label client deliverables.
Audit your AI visibility in minutes
500 welcome credits + 100 credits/month — no credit card required
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