I have been through this properly once properly, which changed my answer completely. Across all of them, photo quality on both sides sets the ceiling on what you can achieve. That difference held up without exception once the first fortnight was out of the way. That is where I landed really, after a fair bit of trial and error.

I only worked this out after a month of tallying while comparing them, and it was more revealing than I expected. The thing nobody mentions is that how wide the distance filter goes explains why old recommendations age badly.

I have changed my mind on this twice while comparing them, which made the differences much easier to see. The honest answer is that how consistent match quality is week to week becomes obvious only after a month. It came out the same every time across a reasonable sample.

Where I would focus your attention:

  • Worth confirming how reply rate compares with match rate — worth asking about before you invest time.
  • How the app handles a report — worth two minutes before you commit.
  • Check whether the app requires a social login — genuinely worth knowing up front.
  • Find out whether you can search rather than only swipe
  • How much profile depth the format allows — this alone ruled a couple out for me.

I went back through my own messages to check across two cities, and it clarified a lot. The pattern was clear enough: how consistent match quality is week to week is what people are really complaining about.