Launching today

LemonKnows

Launching today

Independent AI-powered consumer safety engine.

4 followers

Independent AI-powered consumer safety engine.

4 followers

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Before you buy, Lemon Knows. Instantly cross-reference 41K+ global government recalls (NHTSA, CPSC, FDA, EU Safety Gate) and 100K+ consumer complaints. Completely self-funded, tracking-light, and optimized to serve lightning-fast data across 7 languages natively. Why it's the best: It establishes immediate authority by dropping your massive data metrics right away. It tells users exactly what problem you solve and proves you have the scale to back it up.

Free

Launch tags:Developer Tools•Artificial Intelligence•Database

Launch Team / Built With

AdaptYour company brain. AI that thinks + acts across your stack.

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Maker

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Hey Product Hunt! I built LemonKnows because corporate review sites are broken—clogged with affiliate traps and paid placements that hide critical safety issues. Before you buy, Lemon knows. We have aggregated over 1.7 million products, 41,000 global government recalls, and 100,000+ consumer complaints into a unified intelligence platform. To make safety universally accessible, we built a server-side AI translation proxy that caches content via SHA-256 hashes, delivering data in 7 languages with zero ongoing API costs. What you can explore today: 6-Tier Verdict System: Real-time visual security ratings on everyday groceries, vehicles, and appliances. Instant Performance: A meticulously tuned PostgreSQL foundation serving complex pages in under 100ms. Crowdsourced Image Loop: Notice a niche product missing a photo? You can securely suggest 16:9 or square images directly from the UI into our administrative validation queue.LemonKnows is 100% independent, private, and free to use. I'm here in the comments all day to talk architecture, the Lemon Score algorithm, or how we are using AI as a protective shield for consumers. Let me know what you think!

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4d ago

Maker

I need to know your thoughts on what you guys think and how I can make it better.

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3h ago

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4d ago

How to build a 1.7M row consumer safety search engine on a 6GB RAM instance?

Hey Product Hunt community!

I m the solo builder behind LemonKnows, an independent consumer safety and food intelligence platform tracking over 1.7 million records, 41k global government recalls, and 100k+ complaints.

Because I wanted to keep the platform completely unbiased and self-funded, I challenged myself to build the entire infrastructure on a single 6GB RAM instance.

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