Live in production
Not a sandbox: free snapshots, paid reports, share links and funnel analytics all run against live payments today.
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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 has not been reviewed by anyone outside the company yet, and what to verify before you pay.
Best-fit buyer
Founder-led SaaS teams and agencies that need a clear AI visibility page backlog before paying for a bigger platform.
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?
Re-run the audit yourself after you publish and compare it with the previous report, instead of guessing from a single 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 early. The product is live and takes real payments, but there is no corpus of third-party reviews yet, and this page is not a substitute for independent references. Before you pay, run the free snapshot, read the output against prompts your own buyers would ask, and judge it on that.
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 do I tell whether anything improved?
Publish for the gaps in your report, then run the audit again and compare. The first run of every audit is free, and the $29.99 lifetime pass covers every report you unlock after that, so measuring twice does not mean paying twice.
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.