This is the part that makes Moodap work or not work. The matching engine. The thing that takes your answers to 7 questions and turns them into a venue that feels like it was picked by your best friend who happens to know every spot in Manhattan.
We’re not going to reveal the full algorithm. But we’ll tell you the philosophy behind it, because we think the thinking matters more than the code.
Every answer narrows and weights.
The first question establishes your mood — the macro state. Are you looking to celebrate? Unwind? Explore? This immediately weights certain venue categories higher. Celebration mood pushes toward high-energy bars, rooftops, group-friendly spots. Unwind mode pushes toward quiet lounges, wine bars, jazz clubs.
But it’s not a simple filter. Filters eliminate. Our engine scores. A celebration mood doesn’t eliminate quiet bars — it just scores them lower. Because sometimes the answer to "I want to celebrate" is actually a really great intimate wine bar, depending on what else you tell us.
The vibe question adds texture. Trendy vs. classic. Loud vs. quiet. Known spot vs. hidden gem. These create a vibe vector that gets matched against every venue’s vibe profile. The closer the match, the higher the score.
Group size matters more than people think. A table for two at a speakeasy is a completely different experience than trying to cram six people in there. We weight venues based on how well they handle your group size. Some places are magic with two people and terrible with eight. Our data knows this.
Budget is a hard filter. This is the one place where we do filter, not score. If you say under $30 per person, we’re not going to recommend a place where cocktails are $22 each. Respecting budget isn’t optional.
Location is context. If you tell us you’re near Chelsea, we bias toward walkable options. But we don’t restrict. Maybe the perfect match for your mood is three subway stops away in the East Village. We’ll tell you that.
The scoring happens across every venue in the database simultaneously. 25,000+ scores calculated, ranked, and the top results surfaced. The whole process takes milliseconds. You should never feel like you’re waiting.
What makes this different from a recommendation engine at Netflix or Spotify?
Those learn from history. They know what you watched last week. We don’t know anything about you. We don’t want to. Your mood right now is the only input that matters. What you did last Saturday is irrelevant because you’re not the same person you were last Saturday.
That’s the whole insight. You don’t need a profile. You don’t need history. You need someone to ask how you feel right now and give you the answer.
The engine is working. We’ve been testing it obsessively. Some matches are uncanny. Some need tuning. But the core idea — mood in, venue out, 25 seconds — that works.
— The Moodap™ Team