How Launch Fast Works
Understand the data, logic, and workflows behind Launch Fast's insights.

The Launch Fast Workflow
Launch Fast supports every stage of your product journey with a three-phase workflow that successful sellers follow:
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Research — Scan markets, analyze competition, identify keyword gaps, and validate demand before committing capital.
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Launch — Source suppliers, calculate accurate profit margins, plan your PPC strategy, and prepare for a strong product debut.
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Manage — Track keyword rankings, monitor competitor movement, optimize campaigns, and refine your approach based on real performance data.
Launch Fast is built to mirror this natural progression, keeping everything you need in a single source of truth. Each feature is designed to eliminate guesswork and surface insights that help you move quickly and make smarter choices.
Our Philosophy
Launch Fast is all about speed, clarity, and focus. Our goal is to help sellers kill bad ideas quickly and focus on the opportunities that matter most.
All insights in Launch Fast are modeled estimates, designed to help you spot strong markets, avoid weak ones, and focus your time where it matters most. We recommend using Launch Fast to validate ideas quickly, then performing deeper checks before making final sourcing or launch decisions.
The Foundation
Launch Fast draws from multiple trusted sources to build a clear, complete market view:
- Amazon Marketplace Data — product listings, prices, ratings, and category rankings
- Search & Advertising Trends — keyword volumes, competition levels, and CPC estimates
- Supplier & Sourcing Signals — manufacturer details and quality indicators from verified directories
- Historical Insights — long-term pricing, ranking, and review trends for context
Launch Fast keeps your data fresh with regular updates, so every decision is backed by the latest market intelligence.
The Process
Collect
Launch Fast aggregates marketplace and third-party data from across the Amazon ecosystem, including:
- Product Listings
- Pricing History
- Keyword Search Volumes
- Advertising Costs
- Supplier Directories
- Competitive Positioning
Data is gathered from trusted sources and updated continuously to ensure you're working with current market conditions.
Normalize
Raw data from different sources comes in different formats and units. Launch Fast cleans and standardizes this data to make comparisons meaningful, removing outliers, filling gaps, and aligning metrics so you can accurately compare products, niches, and opportunities side by side.
Grade
Our proprietary scoring model evaluates each market and assigns a Grade from F1 to A10 — evaluating demand, profit potential, competition, and stability. We sort each stat within 3 ranges:
All four stats meet targets. A-grades require every stat Ideal + 8 verified listings.
Healthy markets with stats to watch. Any Good-range stat caps the market at B grade.
Stats outside our playbook. Each Bad stat drops grade one letter (1=C, 2=D, 3+=F).
The 4 stats we evaluate:
Price bands that leave room for profit.
% of sellers with under 500 reviews.
Enough demand without too much competition.
Affordable clicks keep launches profitable.
Visualize
You get clear insights through interactive dashboards and purpose-built tools. Launch Fast translates complex data into simple metrics, visual trends, and actionable recommendations so you can make decisions in seconds rather than hours.
