Primary product
AgentRank
Find out whether AI buyers can discover your product, understand what it does, and reach evidence that supports the description.
AI buyer visibility, description accuracy, and a repair roadmap.
Open AgentRankIndependent product audits
Make the product story buyers see more accurate.
WalletAudit reviews the public surfaces where decisions are made: AI answers, product claims, and operating costs. Each review ends with evidence and a practical repair path.
Start with the decision surface that matters most.
Shopify review
TokenMargin
Identify apps, AI tools, subscriptions, and workflows that may be creating margin leakage before building a connector stack.
A first-pass review of likely leaks and the evidence worth checking.
Open TokenMarginMethod
Evidence before a bigger build.
A narrow review clarifies what is true, what is missing, and which improvement is worth doing first.
Observe
Capture the live answer surface, public claims, tools, and buyer-facing signals.
Verify
Separate confirmed evidence from gaps, contradictions, and unsupported claims.
Prioritize
Deliver a repair roadmap focused on the most useful next action.
Evidence principles
Useful findings need clear boundaries.
No credentials
Public first-pass reviews do not require access to customer accounts.
No ranking promises
The work identifies evidence gaps. It does not promise placement in an answer engine.
Human reviewed
Each audit is a focused manual review, not a generic automated score.