# Which engines and data are covered? Check the exact model, queried surface, search mode, language and market. An API configuration and a public consumer interface do not necessarily produce the same answer. Mara Ellison Verified on 2026-11-12 Dated sources and documented limitations: see the data protocol and the legal notice. ## Ask what actually ran AI Labs Audit declares a configuration catalog; Peec AI sells active model allowances; Profound defines engines by plan; Meteoria sells a choice of three engines from its list. None of those descriptions proves that all configurations run in every collection. ## Read demo coverage carefully The reviewed portal displays all markets, analyses in English and in French. Public text includes a filtered heatmap; I do not turn it into an inventory of the entire corpus. Full raw answers and execution configuration are still needed. ## Compare consistently Record versions, localization, search options and dates. Do not compare a technical site score with brand presence share. A missing cell means unverified unless unavailability is explicitly stated. ## ai-labs-audit-découverte-models - id: ai-labs-audit-découverte-models - byline: Mara Ellison - productId: ai-labs-audit - product: AI Labs Audit - plan: Découverte - planLabel: Discovery - category: offers - criterion: models - label: Active models - value: 3 - displayValue: 3 - unit: models - unitLabel: models - period: per_audit - periodLabel: per audit - 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-coverage - id: ai-labs-audit-all-coverage - byline: Mara Ellison - productId: ai-labs-audit - product: AI Labs Audit - plan: All - planLabel: All plans - category: coverage - criterion: coverage - label: Documented coverage - value: 50+ model configurations - displayValue: Catalog of over 50 models and configurations, selected per audit - 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-models - id: peec-starter-models - byline: Mara Ellison - productId: peec - product: Peec AI - plan: Starter - planLabel: Starter - category: offers - criterion: models - label: Active models - value: 3 - displayValue: 3 - unit: models - unitLabel: models - 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-models - id: peec-pro-models - byline: Mara Ellison - productId: peec - product: Peec AI - plan: Pro - planLabel: Pro - category: offers - criterion: models - label: Active models - value: 3 - displayValue: 3 - unit: models - unitLabel: models - 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-advanced-models - id: peec-advanced-models - byline: Mara Ellison - productId: peec - product: Peec AI - plan: Advanced - planLabel: Advanced - category: offers - criterion: models - label: Active models - value: 3 - displayValue: 3 - unit: models - unitLabel: models - 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-starter-coverage - id: peec-starter-coverage - byline: Mara Ellison - productId: peec - product: Peec AI - plan: Starter - planLabel: Starter - category: coverage - criterion: coverage - label: Documented coverage - value: Choose 3 - displayValue: Choose 3 models from the plan selection, paid add-ons - 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-models - id: profound-trial-models - byline: Mara Ellison - productId: profound - product: Profound - plan: Trial - planLabel: Trial - category: offers - criterion: models - label: Active models - value: 3 - displayValue: 3 - unit: models - unitLabel: models - 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-trial-coverage - id: profound-trial-coverage - byline: Mara Ellison - productId: profound - product: Profound - plan: Trial - planLabel: Trial - category: coverage - criterion: coverage - label: Documented coverage - value: ChatGPT, Gemini, Google AI Overviews - displayValue: ChatGPT, Gemini, Google AI Overviews - 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-models - id: profound-enterprise-models - byline: Mara Ellison - productId: profound - product: Profound - plan: Enterprise - planLabel: Enterprise - category: offers - criterion: models - label: Active models - value: 10 - displayValue: Up to 10 engines, subject to contract - unit: models - unitLabel: models - 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-coverage - id: meteoria-starter-coverage - byline: Mara Ellison - productId: meteoria - product: Meteoria - plan: Starter - planLabel: Starter - category: coverage - criterion: coverage - label: Documented coverage - value: 3 - displayValue: 3 engines of your choice - 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. Choose from the publisher list: ChatGPT, Perplexity, Google AI Overview, Gemini, Grok, Google AI Mode, Microsoft Copilot. - state: available ## ai-labs-audit-public-demo-sample - id: ai-labs-audit-public-demo-sample - byline: Mara Ellison - productId: ai-labs-audit - product: AI Labs Audit - plan: Public demo - planLabel: Public demo - category: demo - criterion: sample - label: Total demo corpus size - value: null - displayValue: Global corpus not verified - unit: - unitLabel: - period: null - periodLabel: - currency: null - billing: null - billingLabel: - scope: gap - evidenceStatus: observed - sourceUrl: https://ailabsaudit.com/portal/v1twjxrnnfChnnKJSX-V_wyXtpxPbYNgwZjoXXFduNg/dashboard - verifiedAt: 2026-11-11 - context: The screenshot does not establish the global corpus. The public text heatmap describes a filtered view, not necessarily every scenario. Full raw data is still needed. - state: not_verified 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/engines-and-data/)