What DeepFinds is

DeepFinds is a shopping recommender. You tell it where you are in a purchase — not what to search for — and it does the reading: across stores, across brands, new and used, and it comes back with a short ranked list that builds to one recommendation.

Why it doesn't start with a search box

A search box is a recall interface. It asks you to already know the name of the thing you want. That is exactly what someone buying their first espresso machine, or replacing a part they can't identify, cannot do. So the front door is six starting points that describe the shape of the problem — needing to pick, getting into something new, putting a whole setup together, replacing something broken, hunting a price, buying for someone else — and the questions after that are written for your specific query rather than pulled from a form.

What it will and won't tell you

Every recommendation carries the one honest downside alongside the reasons for it, and the long version of the reasoning is always one click away. When the catalogue doesn't have a good answer, the product says so instead of padding the list. A recommender that pretends confidence it doesn't have gets exactly one chance with you.

How it makes money

Some links to stores pay us a commission when you buy. That commission never changes what gets recommended, what order things appear in, or what you pay — the ranking is produced before any commercial data is attached. The full statement is on the affiliate disclosure page.

Where it works

DeepFinds currently ships recommendations for the United States and Canada. Anything we can't actually get to your address doesn't belong in your feed.