Research

How we turn messy discussions into clearer buying signals.

Upvote Picks starts with the places people complain, compare, and defend what they actually bought.

Reddit-first product research

We track product mentions, repeated praise, complaints, and buying regrets across long discussion threads.

Forum and comment mining

Not every useful answer lives on Reddit. Niche forums often contain better long-term ownership details.

Signal before selection

A product should appear in real user conversations before it earns a recommendation page.