About SiftedTools: Who Tests the Tools, and Why

Tested and written by Marvin Munos · Verified on 2026-06-30

SiftedTools is an independent comparator of AI tools for e-commerce. Every verdict comes from real-store testing, not spec sheets. The site is published by MVM Studio (SIRET 844 116 053 00035), founded by Marvin Munos.

The operator behind the verdicts

Marvin spent 15 years in French mass retail and FMCG at sales director level before building and operating his own e-commerce stores. He tests every tool he recommends on real shops, not from a product page.

Editorial independence

SiftedTools earns revenue through affiliate links. This never influences rankings. Several top-ranked tools (ChatGPT, Claude) have no affiliate program at all. Our methodology explains how we test and rank.

The GEO Barometer

We also publish the GEO Barometer, powered by Quotis, which measures which AI tools ChatGPT, Gemini and Perplexity actually recommend. It’s an independent signal no vendor can buy.

Frequently asked questions

Who publishes SiftedTools?

SiftedTools is published by MVM Studio, a sole proprietorship (auto-entrepreneur) registered in France under SIRET 844 116 053 00035. The founder and primary author is Marvin Munos, a former sales director in mass retail and FMCG, e-commerce store operator, and author of every comparison published on the site.

Why was SiftedTools created?

Because most AI tool comparison sites for e-commerce are written by content writers who have never run a store. The criteria they evaluate don't match the real constraints of an operator. Marvin created SiftedTools to publish editorial verdicts from tests on his own stores, using the criteria a real e-commerce operator would use.

How does SiftedTools make money?

Through affiliate links to the tools we recommend. When you click one of our links and subscribe, we earn a commission at no extra cost to you. No brand can pay for a better ranking, and several tools at the top of our rankings have no affiliate program at all. Details in our methodology.

Tested and written by Marvin Munos

I built and operated my own e-commerce stores. I test the AI tools I recommend on real shops, not from a product page.

Verified on 2026-06-30