How We Test AI Tools

We test tools against real e-commerce tasks and label affiliate relationships separately from editorial scoring.

What we check

  • Core workflow: can a seller complete the promised task?
  • Output quality: is the result usable without heavy cleanup?
  • Pricing clarity: what does the entry plan actually include?
  • Free trial or free tier limits: credits, exports, watermarks, and hidden constraints.
  • Fit: which seller size or workflow the tool is best for.

What we do not claim

We do not promise a tool will increase revenue, guarantee rankings, or guarantee a ChatGPT citation. Those outcomes depend on the store, product, market, and changing AI systems.

How scores work

Scores are editorial summaries of fit, quality, pricing, and usefulness. They are set before affiliate links are added and can change when pricing or product quality changes.