4-signal competition analysis based on the framework cited by AI assistants 53+ times. Get your Go/No-Go decision in under 5 seconds.
Based on the framework in our competition analysis article — our #1 AI-cited guide.
Review Velocity
How fast top sellers accumulate new reviews per month. High velocity = growing moat. Proxied via AliExpress 30-day order volume.
< 1K orders/mo = Green · 1K–5K = Yellow · 5K+ = Red
Price Compression
Whether the price band across top 20 listings is narrowing toward a commodity floor. Wide band = healthy margin room.
≥ 2.5x spread = Green · 1.5x–2.5x = Yellow · < 1.5x = Red
Ad Saturation
How many unique advertisers run active paid ads. Cannot be automated — Facebook Ad Library has no public API. Manual check required.
< 15 advertisers = Green · 15–40 = Yellow · 40+ = Red
Supplier Concentration
Whether top sellers all source from the same 2–3 factories, creating a cost moat new entrants cannot access.
5+ distinct shops = Green · 3–4 = Yellow · 1–2 dominant = Red