How we test and rate AI tools

Every tool on SellAI is evaluated against the same criteria so that ratings are comparable across the catalog. Our editor rating (out of 5) is a weighted blend of the factors below.

What we score

• Output quality— for the seller's real job (does the copy convert, is the image usable, does the bot resolve the ticket).
• Ease of use — setup time and how quickly a non-technical seller gets value.
• Value for money — pricing relative to the result, including free tiers and per-seat costs at scale.
• Ecommerce fit — integrations with Shopify, Amazon and the platforms sellers actually use.
• Support & reliability — documentation, uptime and responsiveness.

How we test

We use each tool on representative ecommerce tasks — generating descriptions for real SKUs, optimizing a live listing, processing a batch of product photos — rather than scoring from marketing pages. We re-check pricing and features on a rolling basis and stamp each page with its last-updated date.

Our affiliate policy

Some links are affiliate links and we may earn a commission when you sign up. Commissions never influence rankings or scores. A tool with no affiliate program is ranked on exactly the same criteria as one that pays us, and we link to the official site either way.