A non-technical Amazon seller built an AI product-research tool in 48 hours with Cursor, then borrowed someone else's distribution — a rev-share deal with a coaching company sitting on thousands of students — and hit ~$21.8K/mo in 90 days.
Fewer bars = easier, cheaper, or faster for an AI-assisted solo builder. Editorial judgments based on the case details.
Launch Fast is an AI product-research tool for Amazon private-label sellers, built in 48 hours with Cursor by Hassam — no technical background, holding down a job while running two Amazon brands of his own. Ninety days in, it was at roughly $21.8K MRR ($10K at day 30, $17-18K at day 60), priced at $50/mo for coaching students and $199/mo for the general public, plus an official Chrome extension with 330 active users, every one of them paying. (The video's title rounds this to $25K.)
4 more sections — the full story, the playbook, the risks, and the numbers. Free account unlocks everything.
Create free accountEmail code only. No password.The quick-reference card — acquisition channels, replication playbook, and risk map — unlocks with a free account.
Create free accountEmail code only. No password.Paste into Claude Code / Codex and get a working version of this product end-to-end.
Two production-grade prompts per idea: a full build spec and an SEO growth plan. Copy, paste, ship.
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Source video links unlock with a free account. Full transcripts are Pro.
Create free accountEmail code only. No password.Data credibility: Self-reported by founder Hassam in a Starter Story interview: ~$21.8K MRR at 90 days ($10K at 30 days, $17-18K at 60). The video title rounds this to $25K; the $21.8K figure stated in the video is the one to use. Not independently verified ⚠️. All revenue figures are founder-reported or estimated by the video's creator, unaudited.