Amazon Product Research Tool With AI Agents, From a Non-Technical Founder
Product research software and AI agent tools for Amazon sellers (demand, competition and review analysis); built by a non-technical founder with AI co
In plain English
Launch Fast helps people who sell on Amazon pick products to sell. It looks at sales and competition data and uses AI to sum up which ideas look promising. The founder could not code and built the first version quickly with AI coding tools. Sellers pay a monthly subscription, and he sells it through his own Amazon-selling community.
$30K MRR (founder, Jun 2026)
Operator: Hasaam Bhatti
A named, real operator ran this and shared results publicly. The figures are their own.
Not disclosed.
The tool stack
Payments
OpenAI API ↗LLM / vision
Amazon Seller Central ↗Marketplace seller account
Prices are the vendors' published list prices as researched in Oct 2026 and change often — always check the vendor's pricing page.
Step-by-step setup
- Start with an audience you already have, here an Amazon-seller community.
- Build a tool that pulls product, sales and review data and lets AI summarize the good bets.
- Add AI helpers for listings and checks sellers do every week.
- Monthly subscription; sell to your community through videos and coaching.
What's automated vs. the human 15%
The machine does
- Core AI generation/analysis
- Billing and onboarding
You still do
- Product quality and support
- Distribution and marketing
- Compliance and edge cases
Overview
Product research software and AI agent tools for Amazon sellers (demand, competition and review analysis); built by a non-technical founder with AI coding tools and sold to his existing seller audience.
Operator: Hasaam Bhatti. Website: https://launchfastlegacyx.com/
Estimated split: about 85% of the work automated, 15% human.
Realistic income
Founder Hasaam Bhatti said on Indie Hackers in June 2026 that Launch Fast had reached about $30,000 in monthly recurring revenue, after building the first version in about 48 hours. This figure is operator-reported, not independently verified, and may be out of date. This is one operator’s result, often after months or years of work, and doesn’t predict yours. Check the live source — numbers change.
Risks
- Amazon data access and rules can change and break the tool.
- Big Amazon research tools (Helium 10, Jungle Scout) dominate.
- Results depend on an existing audience; a builder without one will grow far slower.
- Startup cost and time to first dollar are not disclosed.
*Income figures are illustrative ranges based on public pricing and typical outcomes reported by practitioners, not guarantees. Most new online businesses earn little or nothing at first. Not financial, legal or tax advice.
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