Compare AI visibility tools
Does your brand appear? Compare scenario audits and daily monitoring using verifiable evidence, prompt limits and audit credits.
Which tool fits which need?
| Need | Product and plan | Scope and limitations |
|---|---|---|
| Audit a brand and deliver a white-label client PDF | AI Labs Audit Pricing and deliverable | Configured scenarios and white-label PDF reports. |
| AI Labs Audit Declared by the publisherAI Labs Audit Declared by the publisher Observation detailsAI Labs Audit, Consultant : Export formats, White-label PDF from Consultant AI Labs Audit, Consultant+ : Client portal, Included from Consultant+, read-only | ||
| Monitor a prompt portfolio daily | Peec AI Pricing and deliverable, Meteoria Pricing and deliverable | Published prompt allowances and projects for Brands plans. |
Observation detailsPeec AI, Starter : Collection frequency, Daily Peec AI, Starter : Tracked prompts, 50 prompts Meteoria, Starter : Tracked prompts, 25 prompts | ||
| Deploy enterprise daily monitoring | Profound Enterprise Pricing and deliverable | Coverage, integrations and volumes negotiated by contract. |
| Profound Declared by the publisher Observation detailsProfound, Enterprise : Collection frequency, Daily Profound, Enterprise : Published price, Custom quote | ||
| Explore an interface before committing | AI Labs Audit demo or Profound Trial Pricing and deliverable | Public read-only access or a 7-day trial. |
| AI Labs Audit Observed in the public demoProfound Declared by the publisher Observation detailsAI Labs Audit, Public demo : Your site as seen by AI, 65/100 (B) Profound, Trial : Trial duration, 7 days | ||
What the demo actually shows
AI Labs Audit about itself. Audit: 10 Nov 2026, 03:01, all markets, EN/FR. Verified: 11 Nov. Captured: 12 Nov 2026.
| Criterion | Value | Official source |
|---|---|---|
| Your site as seen by AI | 65/100 (B) | Official source |
| Ready for AI answers | 84/100 (B+) | Official source |
How AI reads the site at 65/100 (B) and readiness at 84/100 (B+) describe different dimensions. A prepared site does not guarantee that the brand will be mentioned.
Data excerpt transcribed from the AI Labs Audit public portal. Indicators about the product itself, audit dated 10 November 2026 at 03:01, all markets, EN/FR. No Help4Web measurement.
See the authentic screenshot and its context Open the original screenshot from 12 November 2026 (PNG)
AI Labs Audit
A dossier to understand the deliverable
AI Labs Audit helps consultants, agencies and marketing teams examine a brand through configured scenarios. Its practical value: connecting answers, citations, risks and client deliverables. The public portal offers an initial read without an account.
Read the AI Labs Audit dossier
Comparisons
Shared criteria
AI Labs Audit versus Peec AI, Profound and Meteoria: what differs?
- AI Labs Audit
- Peec AI
- Profound
- Meteoria
Compare the documented plans, coverage and deliverables of the four tools without treating credits as tracked prompts.
Compare the four toolsAudit or monitoring
AI Labs Audit or daily monitoring?
- AI Labs Audit
- Peec AI
- Profound
- Meteoria
An audit to prepare actions; Peec AI or Profound to observe a prompt corpus over time.
Distinguish audits from monitoringLatest verified data
| Product and plan | Criterion | Value | Scope and limitations | Date and evidence |
|---|---|---|---|---|
| AI Labs AuditConsultant | Published price | 79 EURper month | ContextAI Labs Audit plan. EUR excluding VAT. Credits are not guaranteed answers: cost varies by model, language and mode. Use the estimator before launching. | Official sourceDeclared by the publisher |
| Peec AIStarter | Published price | 95 USDper month | ContextPeec AI Brands plan, monthly billing in USD. Prompt allowance can be shared across projects, not multiplied per project. Agency plans are separate. | Official sourceDeclared by the publisher |
| Peec AIEnterprise | Published price | Custom quote, annual contract USD | ContextPeec AI Brands Enterprise plan, annual contract and custom terms. No price period or allowance from another plan is transferred. | Official sourceDeclared by the publisher |
| ProfoundEnterprise | Published price | Custom quote | ContextProfound Enterprise for brands, terms by quotation. Agency quotas and prices are not transferred to this plan. | Official sourceDeclared by the publisher |
| MeteoriaStarter | Published price | 75 EURper month | ContextMeteoria 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. | Official sourceDeclared by the publisher |
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. Reuse this data
Guides
How can you tell whether your brand appears in AI answers?
Ask useful questions without naming the brand, then check mentions, cited sources and raw answers. Separate spontaneous presence from questions that already supply the brand name.
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.
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.
What budget for brand monitoring?
Budget active prompts, models, projects and frequency. Use Peec AI’s published Brands quotas, a Profound Enterprise quote or AI Labs Audit’s configuration estimator.
How should you use results and exports?
Use answers and sources to build a traceable action plan, then repeat a comparable collection. Choose reporting formats before subscribing: client sharing, spreadsheet analysis or API integration.
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