Product Research Score Calculator
Score any product niche across 8 dimensions: demand, competition, margin, and more.
Calculator setup
Country changes currency, presets, Sales tax wording and relevant marketplace fields.
Core pricing
Minimum inputs only. Fee presets run automatically in the background.
Market Factors
Minimum inputs only. Fee presets run automatically in the background.
Financial Factors
Minimum inputs only. Fee presets run automatically in the background.
Operational Factors
Minimum inputs only. Fee presets run automatically in the background.
Risk Factors
Minimum inputs only. Fee presets run automatically in the background.
Results update automatically
Specialist notes
A structured scoring framework used by professional eCommerce buyers and agency teams to evaluate product niches before sourcing. Score demand, competition, margin, seasonality, regulations, logistics, returns, and scalability.
A score of 60/80+ indicates a strong opportunity worth pursuing. 50–60 is borderline — do more research. Below 50, look for a different product.
Weight Demand and Margin most heavily. A product with great logistics but no demand and thin margins will never build a sustainable business.
Check competition score carefully. Amazon niches with top products having 10,000+ reviews and strong brand moats are extremely hard to enter profitably.
Regulation score catches many new sellers off guard. Always verify compliance requirements BEFORE sourcing — certifications can cost $500–$5,000 and take months.
Seasonality isn't necessarily bad — but you need cash flow to handle off-peak periods and inventory to meet peak demand without stockouts.
How Professional eCommerce Buyers Evaluate Products
Professional product researchers and eCommerce agencies don't rely on gut feel — they use structured scoring frameworks to objectively evaluate niches before investing capital. This 8-dimension framework covers both market factors (demand, competition), financial factors (margin, seasonality), operational factors (logistics, regulation), and risk factors (returns, scalability). Using a consistent scoring methodology helps you compare multiple product ideas objectively and prioritise sourcing capital toward your highest-potential opportunities.
