Documentary research
What should an AI visibility audit contain?
A useful audit supplies questions, dated answers, sources, limitations and decisions tied to observations. A score alone cannot justify an action plan.
Check the inputs
Request brand, website, competitors, markets, languages, scenarios and collection modes. An available model catalog does not say which models actually answered. Retain failures and missing results.
Check the reporting
A report should let you trace each conclusion to an answer, separate spontaneous presence from repetition of a question, and identify invented sources. Check the format your team needs before selecting a plan.
Move to a deliverable
AI Labs Audit declares PDF, Markdown and CSV plus a portal subject to plan. Its public dossier gives a concrete reading of the cards. This review does not verify paid report generation or quality on your own data.
A reusable report outline
A report fits in five blocks: questions asked, sources consulted, dated answers, limitations met, decisions proposed. Example of a linked conclusion: the brand appears in 2 of the 5 usable answers from the 12 November 2026 reading, with the answer and its source as reference. A complete sample is available as a PDF.
View a sample audit report French sample report
Sources and resources
Detailed observations by plan
Observations and sources (12)
AI Labs Audit Consultant+
Configured audit
- Client portal
- Included from Consultant+, read-onlyAvailable | Declared by the publisher | Official source
Context
AI Labs Audit plan. EUR excluding VAT. Credits are not guaranteed answers: cost varies by model, language and mode. Use the estimator before launching.
AI Labs Audit Agent
Configured audit
- API and integration
- REST and MCP from AgentAvailable | Declared by the publisher | Official source
Context
AI Labs Audit plan. EUR excluding VAT. Credits are not guaranteed answers: cost varies by model, language and mode. Use the estimator before launching.
AI Labs Audit Consultant
Configured audit
- Export formats
- White-label PDF from ConsultantAvailable | Declared by the publisher | Official source
Context
AI Labs Audit plan. EUR excluding VAT. Credits are not guaranteed answers: cost varies by model, language and mode. Use the estimator before launching.
AI Labs Audit Discovery
Configured audit
- Export formats
- Audit CSVAvailable | Declared by the publisher | Official source
Context
AI Labs Audit plan. EUR excluding VAT. Credits are not guaranteed answers: cost varies by model, language and mode. Use the estimator before launching.
AI Labs Audit All plans
Configured audit
- Export formats
- PDF and Markdown declared, generation not testedAvailable | Declared by the publisher | Official source
Context
AI Labs Audit plan. EUR excluding VAT. Credits are not guaranteed answers: cost varies by model, language and mode. Use the estimator before launching.
Peec AI Starter
Brand monitoring
- Export formats
- CSVAvailable | Declared by the publisher | Official source
Context
Peec AI Brands plan, monthly billing in USD. Prompt allowance can be shared across projects, not multiplied per project. Agency plans are separate.
Peec AI Pro
Brand monitoring
- API and integration
- API included from Pro in the detailed gridAvailable | Declared by the publisher | Official source
Context
Peec AI Brands plan, monthly billing in USD. Prompt allowance can be shared across projects, not multiplied per project. Agency plans are separate.
Profound Trial
Time-limited trial
- Export formats
- No exports in the trial 7-day trialAvailable | Declared by the publisher | Official source
Context
Profound brand trial, not a free recurring monthly plan. Recommended prompts cannot be customized. No exports or API in this trial.
Profound Enterprise
Enterprise contract scope
- Export formats
- CSV, JSONAvailable | Declared by the publisher | Official source
Context
Profound Enterprise for brands, terms by quotation. Agency quotas and prices are not transferred to this plan.
- API and integration
- API included, contractual termsAvailable | Declared by the publisher | Official source
Context
Profound Enterprise for brands, terms by quotation. Agency quotas and prices are not transferred to this plan.
Meteoria Starter
Meteoria daily monitoring
- Integrations
- Google Analytics and MatomoAvailable | Declared by the publisher | Official source
Context
Meteoria Starter plan, publisher declaration. Monthly price in EUR, tax treatment not documented by the source. 25 prompts tracked daily. Credits and prompts are two distinct units, not comparable to audit credits. Starter exports unverified.
Meteoria Enterprise
Meteoria Enterprise
- API and integration
- API and MCP on the Enterprise plan onlyAvailable | Declared by the publisher | Official source
Context
Meteoria Enterprise plan, publisher declaration. API and MCP are reserved for this plan.