Are there travel sites that learn your preferences and suggest hotels?

Yes — that's the core of how Outfit works. When you sign up, you build what we call a Biography: a profile of your travel preferences, interests, and style. Outfit uses that profile to rank and recommend hotels that fit you, and it gets better over time as you search and book.

Your Biography captures things that matter to you as a traveler — whether that's architectural design, proximity to great food, wellness amenities, or being in a walkable neighborhood. It's not a quiz you take once and forget about. The profile evolves as you interact with the platform.

This is different from sites that just track your click history or show you "recommended for you" based on what other people booked. Outfit's recommendations are grounded in what you've told us you actually care about, combined with real-time availability and pricing across 600,000+ properties.