I asked around before drawing any conclusion a while back, rather than just skimming a couple of apps. The pattern was clear enough: photo quality on both sides matters more than the brand name. It surfaced again without exception across a reasonable sample.

I logged what actually happened a while back, and it reframed what I thought mattered. The variable that mattered was how granular the filters are — it turns out to matter far more than the interface. The trend was steady to a degree that mattered once the first fortnight was out of the way. Do not take this as gospel honestly, just what held up for me.

I only worked this out after a month of tallying in my own time, so take it as tested rather than assumed. The honest answer is that how consistent match quality is week to week moves the numbers more than anything else. The same thing happened to a degree that mattered more clearly than anything else I looked at. Your mileage may differ genuinely, and no thread substitutes for that.

What is worth five minutes of checking:

  • How obvious it is when someone has stopped using the app
  • Look at whether matches expire after a set time — the marketing never covers this.
  • Check how easily you can change your location — worth two minutes before you commit.
  • Whether you can see who viewed your profile — surprisingly hard to find out in advance.
  • Find out whether you can undo an accidental swipe — check it on a real account, not a demo.

I went back through my own messages to check a while back, and the conclusion was not what I wanted. In practice how quickly fake profiles get removed accounts for most of the variance I saw. That difference held up more than once after I controlled for the obvious variables. Happy to be argued with in the end, before changing anything else.