# 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. Mara Ellison Verified on 2026-11-12 Dated sources and documented limitations: see the data protocol and the legal notice. ## 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. ## ai-labs-audit-consultant-plus-portal - id: ai-labs-audit-consultant-plus-portal - byline: Mara Ellison - productId: ai-labs-audit - product: AI Labs Audit - plan: Consultant+ - planLabel: Consultant+ - category: deliverables - criterion: portal - label: Client portal - value: true - displayValue: Included from Consultant+, read-only - unit: - unitLabel: - period: null - periodLabel: - currency: null - billing: null - billingLabel: - scope: audit - evidenceStatus: declared - sourceUrl: https://ailabsaudit.com/pricing#consultantplus - verifiedAt: 2026-11-11 - 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. - state: available ## ai-labs-audit-agent-api - id: ai-labs-audit-agent-api - byline: Mara Ellison - productId: ai-labs-audit - product: AI Labs Audit - plan: Agent - planLabel: Agent - category: deliverables - criterion: api - label: API and integration - value: REST, MCP - displayValue: REST and MCP from Agent - unit: - unitLabel: - period: null - periodLabel: - currency: null - billing: null - billingLabel: - scope: audit - evidenceStatus: declared - sourceUrl: https://ailabsaudit.com/pricing#agent - verifiedAt: 2026-11-11 - 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. - state: available ## ai-labs-audit-consultant-exports - id: ai-labs-audit-consultant-exports - byline: Mara Ellison - productId: ai-labs-audit - product: AI Labs Audit - plan: Consultant - planLabel: Consultant - category: deliverables - criterion: exports - label: Export formats - value: PDF white-label - displayValue: White-label PDF from Consultant - unit: - unitLabel: - period: null - periodLabel: - currency: null - billing: null - billingLabel: - scope: audit - evidenceStatus: declared - sourceUrl: https://ailabsaudit.com/pricing#consultant - verifiedAt: 2026-11-11 - 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. - state: available ## ai-labs-audit-découverte-exports - id: ai-labs-audit-découverte-exports - byline: Mara Ellison - productId: ai-labs-audit - product: AI Labs Audit - plan: Découverte - planLabel: Discovery - category: deliverables - criterion: exports - label: Export formats - value: CSV - displayValue: Audit CSV - unit: - unitLabel: - period: null - periodLabel: - currency: null - billing: null - billingLabel: - scope: audit - evidenceStatus: declared - sourceUrl: https://ailabsaudit.com/pricing#découverte - verifiedAt: 2026-11-11 - 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. - state: available ## ai-labs-audit-all-exports - id: ai-labs-audit-all-exports - byline: Mara Ellison - productId: ai-labs-audit - product: AI Labs Audit - plan: All - planLabel: All plans - category: deliverables - criterion: exports - label: Export formats - value: PDF, Markdown - displayValue: PDF and Markdown declared, generation not tested - unit: - unitLabel: - period: null - periodLabel: - currency: null - billing: null - billingLabel: - scope: audit - evidenceStatus: declared - sourceUrl: https://ailabsaudit.com/ - verifiedAt: 2026-11-11 - 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. - state: available ## peec-starter-exports - id: peec-starter-exports - byline: Mara Ellison - productId: peec - product: Peec AI - plan: Starter - planLabel: Starter - category: deliverables - criterion: exports - label: Export formats - value: CSV - displayValue: CSV - unit: - unitLabel: - period: null - periodLabel: - currency: null - billing: null - billingLabel: - scope: peec - evidenceStatus: declared - sourceUrl: https://peec.ai/pricing - verifiedAt: 2026-11-11 - context: Peec AI Brands plan, monthly billing in USD. Prompt allowance can be shared across projects, not multiplied per project. Agency plans are separate. - state: available ## peec-pro-api - id: peec-pro-api - byline: Mara Ellison - productId: peec - product: Peec AI - plan: Pro - planLabel: Pro - category: deliverables - criterion: api - label: API and integration - value: true - displayValue: API included from Pro in the detailed grid - unit: - unitLabel: - period: null - periodLabel: - currency: null - billing: null - billingLabel: - scope: peec - evidenceStatus: declared - sourceUrl: https://peec.ai/pricing - verifiedAt: 2026-11-11 - context: Peec AI Brands plan, monthly billing in USD. Prompt allowance can be shared across projects, not multiplied per project. Agency plans are separate. - state: available ## profound-trial-exports - id: profound-trial-exports - byline: Mara Ellison - productId: profound - product: Profound - plan: Trial - planLabel: Trial - category: deliverables - criterion: exports - label: Export formats - value: false - displayValue: No exports in the trial - unit: - unitLabel: - period: 7-day trial - periodLabel: 7-day trial - currency: null - billing: null - billingLabel: - scope: trial - evidenceStatus: declared - sourceUrl: https://www.tryprofound.com/pricing - verifiedAt: 2026-11-11 - context: Profound brand trial, not a free recurring monthly plan. Recommended prompts cannot be customized. No exports or API in this trial. - state: available ## profound-enterprise-exports - id: profound-enterprise-exports - byline: Mara Ellison - productId: profound - product: Profound - plan: Enterprise - planLabel: Enterprise - category: deliverables - criterion: exports - label: Export formats - value: CSV, JSON - displayValue: CSV, JSON - unit: - unitLabel: - period: null - periodLabel: - currency: null - billing: null - billingLabel: - scope: enterprise - evidenceStatus: declared - sourceUrl: https://www.tryprofound.com/pricing - verifiedAt: 2026-11-11 - context: Profound Enterprise for brands, terms by quotation. Agency quotas and prices are not transferred to this plan. - state: available ## profound-enterprise-api - id: profound-enterprise-api - byline: Mara Ellison - productId: profound - product: Profound - plan: Enterprise - planLabel: Enterprise - category: deliverables - criterion: api - label: API and integration - value: true - displayValue: API included, contractual terms - unit: - unitLabel: - period: null - periodLabel: - currency: null - billing: null - billingLabel: - scope: enterprise - evidenceStatus: declared - sourceUrl: https://www.tryprofound.com/pricing - verifiedAt: 2026-11-11 - context: Profound Enterprise for brands, terms by quotation. Agency quotas and prices are not transferred to this plan. - state: available ## meteoria-starter-integrations - id: meteoria-starter-integrations - byline: Mara Ellison - productId: meteoria - product: Meteoria - plan: Starter - planLabel: Starter - category: deliverables - criterion: integrations - label: Integrations - value: Google Analytics, Matomo - displayValue: Google Analytics and Matomo - unit: - unitLabel: - period: null - periodLabel: - currency: null - billing: null - billingLabel: - scope: meteoria - evidenceStatus: declared - sourceUrl: https://meteoria.ai/ - verifiedAt: 2026-11-12 - 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. - state: available ## meteoria-enterprise-api - id: meteoria-enterprise-api - byline: Mara Ellison - productId: meteoria - product: Meteoria - plan: Enterprise - planLabel: Enterprise - category: deliverables - criterion: api - label: API and integration - value: API, MCP - displayValue: API and MCP on the Enterprise plan only - unit: - unitLabel: - period: null - periodLabel: - currency: null - billing: null - billingLabel: - scope: meteoriaEnterprise - evidenceStatus: declared - sourceUrl: https://meteoria.ai/ - verifiedAt: 2026-11-12 - context: Meteoria Enterprise plan, publisher declaration. API and MCP are reserved for this plan. - state: available Documentary review of official pages archived on 11 November 2026. Prices and allowances are publisher declarations. Three scores were observed in an authentic public portal screenshot, displaying an audit dated 10 November 2026 at 03:01. No paid accounts tested and no audit launched by Help4Web. Units and scope differ: no shared score or performance ranking. Missing information remains unknown. Send corrections to contact@help4web.net. ## Errata Any correction to a published value is logged here with its date, the affected row identifier and the corrected value. No correction published so far. [HTML](https://help4web.net/en/guides/audit-deliverables/)