Product ยท 5 min read

How Milaps matching actually works โ€” and what 'compatibility you can understand' means

Published July 11, 2026 ยท Milaps team

Most dating apps treat their algorithm like a trade secret, which usually means: engagement optimization you can't inspect. We'd rather show our work.

Three ingredients

  • Your stated preferences โ€” age, distance, intent mode (casual, serious, or matrimony), lifestyle filters. Hard filters are hard: we don't "helpfully" ignore them.
  • Compatibility signals โ€” profile similarity computed with embeddings, plus how you actually interact, so your feed learns without you filling endless questionnaires.
  • Vedic astrology, opt-in โ€” if both of you added birth details, we compute a full-chart Guna Milan or Porutham between you. It's a signal you can weigh, never a secret gate.

The explanation is the product

Every match carries a written explanation โ€” which kootas scored well, where the friction might be, what the doshas and their cancellations mean โ€” generated by AI that is grounded in classical texts and reviewed for claims we shouldn't make. If a score is mediocre, we say so and say why.

No fake scarcity, no engineered dry spells, no charging you to undo a swipe. The goal is that you leave โ€” with someone โ€” and tell your friends how it happened.

โ† All guides

Ready when you are.

Verified profiles, honest compatibility scores, and astrology done properly โ€” free to start, USA & India.

Create your free profile โ†’