Outfitted

AI search for clothing across thousands of stores.

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March 12, 2026 Building an AI search engine for online shopping — looking for feedback

I’ve been working on a project called Outfitted.

Online shopping still forces people to browse endlessly through filters and pages of products. But most people don’t think in filters — they think in descriptions.

Example:

“Black leather jacket under $300 with a cropped fit.”

Outfitted lets you describe what you want and searches across retailers to find matching products instantly.

I’m still early in building it and would really value feedback from other founders.

Specifically curious about:

• Does the concept make sense immediately?

• Would you use this instead of browsing traditional online stores?

• What would make something like this actually useful?

If anyone is interested in trying it or giving product feedback, I’d really appreciate it.

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Online shopping forces people to browse endlessly through filters and pages of products. But people don’t think in filters — they think in descriptions. Outfitted exists to replace traditional browsing with AI search s