Updated March 31, 2026. This shortlist leans heavily on storefront visibility, not only feature breadth. That makes it especially useful for Detectify users.

Judge.me
Judge.me remains the most practical first pick when you need review widgets, star ratings and visible trust signals that merchants can launch quickly.

Loox
Loox is a strong fit when visual social proof matters more than text-only reviews, especially on stores that depend on high-converting PDP media.

Stamped.io
Stamped.io stays relevant because it sits between classic review tooling and richer UGC workflows without becoming too bloated for mid-market stores.

Yotpo
Yotpo is still a serious option when reviews are part of a broader retention stack, but visibility and implementation style can vary more than with lighter tools.

Okendo
Okendo belongs on the shortlist because many brands use it as a more structured customer content layer, especially where reviews and media need stronger merchandising.
Why review apps matter
Review apps are one of the clearest storefront technologies to detect because they usually expose star ratings, widget shells, snippets and product review blocks.