Paste your listing title and bullet points. One check, one report: we score your compliance health (the gate AI shopping assistants like Rufus, COSMO, Sparky and UCP enforce) and your AI readability, then give a single AI Recommendation Readiness Score. No login, unlimited runs.
🎁 New users get 10 free stars (≈ $1 credit)
This AI recommendability check: free forever, no login, unlimited runs
AI deep report: 2 stars/run — semantic risk, category rules, rewrite suggestions
AI listing generation: 1 star per marketplace
After your free stars: top up from $0.10/star, pay as you go
This page runs a deterministic rule engine — no AI cost, so it stays free forever. The AI deep report adds semantic understanding the rule engine can't reach.
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We scan your text for compliance red flags and AI-readability signals. Your text is not stored.
Parsing your copy…
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⚠️ Compliance red card
Your listing has critical compliance issues. AI shopping assistants filter or down-rank non-compliant products first — they will not recommend a listing they consider a policy risk. Fix compliance before optimizing for AI recommendation.
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Compliance health
The gate AI assistants enforce
Critical issues = automatic filter from AI recommendation pools.
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AI readability
How easily AI can read & quote you
Structured attributes, snippet-friendly title, no stuffing.
Compliance issues found
Compliance checks passed
Fix it with the AI Recommendation Engine
The rule engine catches what can be matched literally. ListingGood AI Recommendation Engine rewrites your copy so AI shopping assistants can read, trust and recommend it — semantic risk, category rules, and a compliant, AI-ready version. Sign up and your 10 free stars cover 5 deep reports.
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