Editorial Policy

Our reviews are written for sellers who need clear trade-offs, not hype.

Independence

We include tools based on usefulness for Shopify and e-commerce workflows. We do not sell rankings or accept sponsored placements in review scores.

AI products change quickly. We date-stamp reviews and re-check pricing, free tiers, and major feature claims on a regular schedule.

We explain what a tool can produce or automate. We do not make guaranteed sales, ROI, SEO ranking, or AI-citation claims.