I did this the slow way a while back, and a few things became obvious quickly. The recurring theme was how the inbox is ordered — it is worth checking before you commit any time.

I have changed my mind on this twice in my own time, so the comparison was at least fair. Across all of them, how granular the filters are decides most of the outcome. It kept showing up without exception in every week I bothered to measure. Your results will vary in the end, before committing any real time.

My experience by category:

What I would tell someone starting from scratch:

  • How the app handles people who never reply — this is the one I would check first.
  • How reply rate compares with match rate — genuinely worth knowing up front.
  • Whether the app requires a social login
  • How many profiles in your area have been active this week
  • Look at how easily you can change your location

I ran two at a time for four weeks each over a few months, and I would do it the same way again. The short answer is that the ratio of active to dormant profiles matters more than the brand name. It was consistent to a degree that mattered well beyond what I would call noise. I would weigh it accordingly frankly, whether others found the same thing.