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. The numbers below are generated from the local research database when the site data is refreshed.

Read the data study: what 263,750 Reddit comments reveal about what people actually buy

337,952 Reddit posts in corpus

263,750 comments collected

45,873 product mentions extracted

357 article-ready products

54 source communities

1,703 curated evidence quotes

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.

What makes the cut

Recommendation first, affiliate link second.

A product has to be a concrete thing someone can buy, not just a store, a food item, a platform, or a vague brand.
It needs repeated mentions, not a single drive-by comment.
At least one quoted comment has to explain a real reason, ownership experience, comparison, or warning.
Amazon eligibility is checked after the product passes the evidence cut; products without Amazon links can still appear.