Product Score Research Team
Product research & scoring methodology
The team that builds and maintains the Product Score engine. We design the 9-dimension scoring rubric, the safety gates and the unit economics model, and we test them against AliExpress listings scored on the platform. Articles are written from that work and checked against the live scoring rules before they are published or updated.
Areas of focus
- AliExpress product research
- Opportunity scoring methodology
- Dropshipping unit economics
- Ad-channel product fit
The methodology behind these articles is documented in How Product Score works and the Opportunity Score guide.
Articles (3)
-
How to Spot Winning AliExpress Products in 2026 Using AI
The 9 scoring dimensions, demand tiers and score bands we use to filter AliExpress listings and decide which products are worth testing.
-
The 3X Margin Rule: Why Low Supplier Pricing Outperforms High Ad Spends
Why the single biggest reason ecommerce stores fail isn't bad ad creative—it's launching products with margin profiles that make customer acquisition mathematically impossible.
-
TikTok Virality vs. Meta Ads: Sourcing the Right Product for Each Ad Channel
Products that crush it on Facebook and Instagram Ads often fail on TikTok, and vice-versa. Here is how to pick products matched to each platform's consumer psychology.