Hands-on review: public portal, read-only
AI Labs Audit: AI visibility audits for agencies and consultants
AI Labs Audit is a GEO tool that evaluates a brand’s presence in AI answers from configured questions. Agencies and consultants can use the results to prepare a diagnosis and produce a client report. The Consultant plan, at 79 EUR excluding VAT per month, includes white-label PDF reports. The read-only portal belongs to Consultant+ at 179 EUR excluding VAT per month.
View a sample audit report French sample report White-label PDF templates
Dated sources and documented limitations: see the data protocol and the legal notice.
Main observation
The “+15” is a publisher projection, not a measured gain or a guaranteed improvement.
Official source Verified on Native French screenshot captured onFull cardOpen the original screenshot from 12 November 2026 (PNG)
A prepared structure, weaker spontaneous presence
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.
Read the analysis of the three indicatorsThe problem: present, but in what way?
A brand may be repeated because the question names it, recommended spontaneously or associated with an inaccurate claim. A score alone is insufficient. Read the answers, question, sources and collection conditions.
Who is it for?
Consultants, agencies and marketing teams preparing a diagnosis, a client report or a new collection after content changes. For daily monitoring of fixed prompts, also consider Peec AI and Profound. AI Labs Audit supports scheduled reruns subject to plan.
What the demo actually shows
Observed in the public demo. High-density public screenshot captured on 12 November 2026. The displayed audit remains the one dated 10 November 2026.
A closer look at each indicator
Your site as seen by AI
65/100 (B)
Displayed audit: 10 November 2026, 03:01. All markets, EN/FR.
The “+15” is a publisher projection, not a measured gain or a guaranteed improvement.
How AI reads the site. This indicator is distinct from spontaneous presence.
Screenshot provenance and limits
Native crop of the French screenshot, without enlargement or altered numbers.
Authentic French screenshot of the AI Labs Audit public portal, intentionally exposed by the publisher. Audit displayed: 10 November 2026 at 03:01, All markets, EN/FR. Native card excerpts, numbers unchanged.
Ready for AI answers
84/100 (B+)
Displayed audit: 10 November 2026, 03:01. All markets, EN/FR.
Readiness for AI answers. A prepared structure does not guarantee spontaneous presence.
Documented inputs
The official site describes adding a brand name, website and market, then selecting scenarios and models. Native and web-search modes must be distinguished. Catalog availability does not establish which configurations ran in an audit. Check estimated cost before launching.
Declared deliverables and what I observed
The public portal displays indicators, model analysis and an action plan. Official sources declare PDF, Markdown and CSV; white label, portal and API depend on the plan. I did not generate these exports. The table assigns features to their documented plans.
Documented AI Labs Audit characteristics
| Product and plan | Criterion | Value | Scope and limitations | Date and evidence |
|---|---|---|---|---|
| AI Labs AuditDiscovery | Active models | 3per audit | 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 |
| AI Labs AuditDiscovery | Scenarios per audit | 5per audit | 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 |
| AI Labs AuditAll plans | Documented coverage | Catalog of over 50 models and configurations, selected per audit | 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 |
| AI Labs AuditAll plans | Export formats | PDF and Markdown declared, generation not tested | 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 |
| AI Labs AuditConsultant | Export formats | White-label PDF from Consultant | 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 |
| AI Labs AuditConsultant+ | Collection frequency | Weekly or monthly | 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 |
| AI Labs AuditConsultant+ | Client portal | Included from Consultant+, read-only | 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 |
| AI Labs AuditAgent | API and integration | REST and MCP from Agent | 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 |
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
Conclusions and limits
The demo helps readers understand a result and prepare a review of raw answers. It establishes neither overall scoring accuracy, commercial gains nor superiority over other tools. The anonymized example on the official methodology page is illustrative, not a named client test.
How to explore and start
Open the public portal without an account first. To collect data about your own brand, official registration leads to the workflow described by the publisher. Check configuration costs and plan terms before launching; official links follow the table.
Available evidence and remaining gaps
Available: native screenshot, portal text, official pricing grids and verified registration link. Not verified: full global corpus configuration, exhaustive raw responses, actual credits consumed, export generation and paid features. The public heatmap presents a filtered view; it cannot establish the total number of scenarios across the demo.
A controlled comparison would require identical branded and unbranded questions, brands, markets, languages, dates, collection modes and repetitions; every raw answer and source must be retained, with versions and missing data recorded. Exports and necessary permissions would be needed before drawing performance conclusions.
Official sourceSources and resources
Detailed observations by plan
Observations and sources (23)
AI Labs Audit Discovery
Configured audit
- Published price
- 0 EUR per monthAvailable | 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.
- Included credits
- 100 credits per monthAvailable | 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.
- Welcome credits
- 500 credits one timeAvailable | Declared by the publisher | Official source
Context
One-time bonus after email verification according to the official homepage. Not a monthly allowance.
- Active models
- 3 models per auditAvailable | 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.
- Scenarios per audit
- 5 scenarios per auditAvailable | 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.
- 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 Consultant
Configured audit
- Published price
- 79 EUR per monthAvailable | 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.
- Included credits
- 1500 credits per monthAvailable | 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.
- 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 Consultant+
Configured audit
- Published price
- 179 EUR per monthAvailable | 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.
- Included credits
- 5000 credits per monthAvailable | 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.
- Collection frequency
- Weekly or monthlyAvailable | 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.
- 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
- Published price
- 349 EUR per monthAvailable | 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.
- Included credits
- 10000 credits per monthAvailable | 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.
- 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 Agence+
Configured audit
- Published price
- 599 EUR per monthAvailable | 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.
- Included credits
- 20000 credits per monthAvailable | 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.
- Documented coverage
- Catalog of over 50 models and configurations, selected per auditAvailable | 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 Public demo
Public demo review
- Your site as seen by AI
- 65/100 (B) score out of 100 2026-11-10T03:01Available | Observed in the public demo | Official source
Context
Public AI Labs Audit portal, read-only review on 11 November 2026. Last audit displayed: 10 November 2026 at 03:01, All markets, EN/FR. Displayed indicator, not a Help4Web measurement or a vendor benchmark.
- Ready for AI answers
- 84/100 (B+) score out of 100 2026-11-10T03:01Available | Observed in the public demo | Official source
Context
Public AI Labs Audit portal, read-only review on 11 November 2026. Last audit displayed: 10 November 2026 at 03:01, All markets, EN/FR. Displayed indicator, not a Help4Web measurement or a vendor benchmark.
- Total demo corpus size
- Global corpus not verifiedNot verified | Observed in the public demo | Official source
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.
Frequently asked questions
Did we launch a new audit?
No. This hands-on review covers only the read-only public portal and official documentary sources.
Is a scheduled audit the same as daily monitoring?
No. AI Labs Audit declares weekly or monthly reruns from Consultant+. Peec AI and Profound document daily prompt monitoring subject to plan.
Does a credit always represent one answer?
No. Cost depends on model, language and mode. Check the product estimator before launching.
User reviews
No review published yet. Reviews are posted as written, with their author’s approval.
Do you use one of these tools? Share your feedback
Five questions, your text as written, your first name and your role: send your review by email. It is published as written, dated, unedited.
- Which tool do you use, and since when?
- Which problem does it solve for you (client audit, daily monitoring, other)?
- What concrete result did you get (a deliverable, time saved, a decision made)?
- What limitation did you hit?
- Do you allow Help4Web to publish your first name, your role and this text as written?