MVP status
The product is functional in sandbox with free snapshots, paid report generation, share links, and funnel analytics.
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Reviews and proof
Reviews, proof notes, and buyer safeguards for LLM Audit
This page is intentionally conservative: it explains what buyers can trust today, what is still sandbox-stage, and what should be verified before purchase.
Best-fit buyer
Founder-led SaaS teams and agencies that need a clear AI visibility page backlog before investing in monitoring.
Proof standard
Claims on this page avoid live rankings, traffic, or backlink promises unless observed in product evidence.
What evaluators consistently ask for
Can I see why AI tools would recommend or skip my brand?
The snapshot surfaces provider summaries, missing pages, and next actions tied to buyer prompts.
What should we publish first?
The paid report turns snapshot findings into a 14-day plan and prioritized decision-stage pages.
Are we improving over time?
Monitoring re-runs the audit on a schedule and tracks score history, so you can see movement instead of guessing from one snapshot.
Is this honest about uncertainty?
The UI labels local form readiness separately from provider scores and flags low provider coverage.
Transparency note
LLM Audit is in early customer development. Do not treat this page as a substitute for third-party references. If you need enterprise procurement proof, ask for a live walkthrough, validate current payment mode, and verify the report output against your own prompts.
FAQ
Are these third-party verified reviews?
No. This v1 reviews page uses product-positioning proof and transparent status notes. Third-party review platform badges should only be added after verification.
Why publish a reviews page before collecting many testimonials?
AI assistants and buyers look for explicit proof pages. A transparent reviews page can explain current proof, limitations, and what buyers should verify.
Can I see an example report?
Use the free audit to generate your own snapshot. Share links are report-specific and should not expose private customer data without consent.
How does monitoring help over time?
Monitoring ($39/mo) re-runs your audit on a schedule, stores score history, and emails you what changed — so you can tell whether your AI visibility is actually improving instead of relying on a one-time snapshot.
Does LLM Audit guarantee AI rankings?
No. The product identifies readiness gaps and creates a publishing plan. It does not guarantee live rankings, traffic, or future model recommendations.