| What it does | Find products already making money before you build
| AI-powered review analysis for e-commerce sellers and app developers
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| Stage | Not given
| MVP
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| Founded | Not given
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| Based in | Not given
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| Pricing model | Freemium
| Freemium
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| Pricing | Free Preview available. Pro Monthly: $19/month. Pro Yearly: $190/year ($15.83/month, includes 2 months free). Pro plans include revenue rankings, tip rankings, backlink libraries, API access (yearly only), unlimited MCP calls, and VIP community access.
| Free (Beta): 5 analyses per month. Pro Audit: $19 one-time for 50 analyses in 30 days. Pro Monitor: $13.3/month or $133/year for 50 analyses per month. Agency: $49/month for 200 analyses per month.
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| Key features | - New site revenue ranking with payment signals and site profiles
- Product revenue ranking filtered by category, payment channel, and registration date
- Tip revenue ranking for Buy Me a Coffee amounts and trends
- Comment backlink library with submission articles and review dates
- AI tool backlink library with submission sites and fees
- API for querying domain rating, registration, traffic, and site data
- MCP support for AI clients with dataset discovery and site snapshots
- Monitor up to 20 public sitemaps (Pro Monthly) or 50 (Pro Yearly)
- Research signals including domain registration, DR, traffic, and product categories
| - Theme clustering: complaints grouped into themes ranked by share
- Sentiment alerts: urgent negative shifts flagged before they hit your rating
- Cited evidence: every action item links to exact reviews that prove it
- CSV upload from Amazon, Shopify, app stores and survey exports
- Review analysis in about 20 seconds
- Free review CSV analyzer tool
- Free NPS calculator
- Free app review exporter guides
- Shareable report links
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| What makes it different | - Payment signals ranked month-by-month to show growth and staying power
- Combines public tips, domain data, and backlink resources in one research workspace
- Transparent data freshness and research signals clearly labeled as non-verified
- API and MCP access for programmatic product discovery
| - All free tools run in your browser with no login or credit card required
- Every finding cites the exact customer review that proves it
- Pay-once option: one-time audit for $19 with no subscription required
- Free reports during beta period
- Data stored in Hong Kong with daily backups and no third-party data sharing
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 27 ▲ +1 (up) since last check | 2 ● no change since last check |
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| Trust Flow (Majestic) | 21 | 2 |
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| Citation Flow (Majestic) | 22 | 21 |
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| Referring domains (Majestic) | 152 | 5 |
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