Discovery
Does the product appear when a buyer asks for options without naming it?
For SaaS and developer tools
AgentRank Audit.
See how AI assistants describe, compare, and sometimes miss your product during buyer research.
We turn real prompt evidence into a clear fix plan for your website, positioning, and public product facts.
Human-reviewed. Evidence attached. No ranking promises. No synthetic citations.
What we check
Not a vibe check. A small, documented buyer-research test.
We look at the points where an AI assistant can lose a product: discovery, description, comparison, trust, and next-step recommendation.
Description
Does the AI describe the category, use case, pricing, and feature boundaries correctly?
Comparison
Which competitors become the default choices, and why are they framed as safer?
Evidence
Which public pages, FAQs, comparisons, and proof points appear missing or ambiguous?
Fix plan
What should be changed first so AI and human buyers can understand the product faster?
Example finding
Open discovery can miss a product that named prompts understand.
That difference matters. It means the product may not have a product problem; it may have a public-evidence and category-positioning problem.
| Prompt state | Observed signal | Likely action |
|---|---|---|
| Open category search | Target absent; known competitors appear | Strengthen category evidence |
| Named comparison | Target understood but one claim is loose | Tighten first-party wording |
| Final recommendation | Competitor framed as safer default | Add proof for risk concerns |
Root-cause hypothesis
Category evidence is not repeatable enough across public pages.
First fix priority
Write a clear AI-readable product facts page and tighten FAQ claims.
What you get
A practical audit package, not a dashboard subscription.
The first product is intentionally narrow: enough evidence to start a sales conversation or fix the website, without pretending we can guarantee model behavior.
5
buyer-intent prompts
4
available AI surfaces max
3-5
direct competitors mapped
48h
target turnaround
Evidence pack
Prompt wording, surface access status, transcripts or screenshots where available, and a plain-English reading of what happened.
Fix roadmap
Prioritized changes to product facts, FAQ, comparison pages, positioning, and trust proof that can make the product easier to understand.
Methodology
Small test, strict evidence rules.
Define the buyer
We confirm product URL, category, competitors, and likely buyer intent.
Run prompts
We test across available AI surfaces and mark blocked or login-gated surfaces honestly.
Review claims
We compare AI wording against public facts and flag unsupported or stale descriptions.
Prioritize fixes
We turn findings into a short website and evidence roadmap.
Boundaries
What this is not.
We do not guarantee AI recommendation lift, fake reviews, create synthetic citations, bypass login gates, or claim one audit represents every model, geography, and future answer.
Early access
$99
One-time audit for one product category. Delivered after intake and payment confirmation.
Email agentrank@walletaudit.me