I compared several at once with a couple of accounts, and it was worth the effort. What actually decided it was how new accounts are treated in week one, which explains most of the complaints here.

I logged what actually happened without rushing it, so the sample is at least reasonable. Boiled down, whether photos are checked before publication matters far more in smaller places. The reading was similar without exception well beyond what I would call noise. Your mileage may differ really, so treat this as a starting point.

My experience by category:

The checklist I ended up with:

  • Check whether there is any verification step at all — worth two minutes before you commit.
  • How consistent match quality is week to week — the difference between options is large here.
  • Ask whether the privacy policy is readable — the difference between options is large here.
  • Look at how hard the interface pushes a subscription
  • Look at how long before the first upsell prompt appears — the answer varies more than you would think.

I went through this same question last year once properly, and I would do it the same way again. The recurring theme was moderation quality — it is worth checking before you commit any time.