Compatibility-based matching
Compatibility-based matching pairs people on shared values and personality — among the best-evidenced predictors of a lasting relationship.
Compatibility-based matching is the approach of pairing people on the things that actually predict whether a relationship lasts — shared values, compatible personalities and aligned goals — rather than on looks, a clever bio or a row of checkbox filters. It's the opposite of swipe-first dating, which optimises for a fast yes-or-no on a photo.
There's a good reason to build matching this way. Decades of relationship research point to similarity of values and personality — not physical attraction alone — as the best-evidenced foundation for lasting satisfaction. Compatibility-based matching is simply the attempt to act on that evidence: surface the people you're genuinely suited to, instead of leaving you to guess.
On Lamp, an AI dating app, compatibility-based matching is the core. Lamp turns your profile and plain-English Wishes into a compatibility model, estimates fit across many dimensions at once, and introduces a curated few people who genuinely align — with the reasons you match shown before you say hello. It doesn't manufacture chemistry; it makes sure the people you meet are worth it.
Key points
- It matches on shared values, personality and goals — the best-evidenced predictors of a lasting relationship.
- It's grounded in established relationship science, not a novel or unproven claim.
- A curated, compatible few beats a giant pool of profiles you'll never meaningfully meet.
- Lamp is built on compatibility-based matching, delivered with AI and free on iOS.
Frequently asked
Is compatibility-based matching better than swiping?
Which dating app uses compatibility-based matching?
Meet people you're genuinely compatible with.
Every night on a swipe app is a night away from someone who shares your values and the future you are building. Lamp finds them; Genie helps you open. Free on iPhone.
Free on iOS · Rolling out region by region
