I've been down this rabbit hole for a while — let me give a thorough answer.
These recommendation algorithms are designed to keep you engaged, not to find you a match. Knowing that changes how you use the app.
Things that have genuinely helped me navigate this:
- Free trial quality usually reflects the paid experience accurately
- Bots reveal themselves in the first exchange if you say something specific
- Location-based platforms tend to have better real engagement
- Premium is occasionally worth it — but only when the free version shows real activity
Ended up settling on Datenest after testing a handful of others. Doesn't make flashy promises but delivers consistently without the noise.
That's my honest take after real trial and error.