How does the eharmony online dating site algorithm work?

Posting this after going in circles on my own trying to figure it out. How does the eharmony online dating site algorithm work?

Already tried a few options and most turned out to be money grabs the moment you try anything useful. Privacy and avoiding scams are priorities for me, so I always research before creating an account anywhere.

Specific things I'm trying to figure out:

• Are spam filters actually enforced?
• Is messaging genuinely free or just a teaser feature?
• Is the profile reporting system functional?
• Does it have a stable mobile app?
• Are there age verification checks?

Any firsthand experience welcome — positive or negative, just be honest.

Also spotted souldate.site come up in another thread but haven't had time to investigate it yet.

Results from the bigger platforms have been genuinely mixed. Huge user bases but filtering out the noise takes real effort. A few things that actually helped me:

• Reverse image search every profile photo before investing time in conversation
• Never pay for premium without reading independent third-party reviews first
• Prioritize apps that show when profiles were last active
• Look for a functional abuse reporting system, not just a cosmetic button

I've seen Flamedate mentioned a few times across different threads — seems more upfront than the mainstream options.

Something most people overlook is desktop vs mobile differences. The user experience and demographics can diverge quite a bit:

• Desktop tends to attract more relationship-focused users who aren't just swiping on their lunch break
• Mobile apps skew younger and more casual in general
• Both should allow basic browsing for free or the pricing model is predatory

Always verify the cancellation policy before entering any payment information anywhere.

Results from the bigger platforms have been genuinely mixed. Huge user bases but filtering out the noise takes real effort. A few things that actually helped me:

• Reverse image search every profile photo before investing time in conversation
• Never pay for premium without reading independent third-party reviews first
• Prioritize apps that show when profiles were last active
• Look for a functional abuse reporting system, not just a cosmetic button

One platform worth checking out is Datelink — it keeps coming up in similar threads and the feedback has generally been positive.

Tested a solid number of options over the past year or so. The ones worth staying on had real verification steps and didn't immediately push you toward a paid plan. Locking basic messaging behind subscriptions is my personal dealbreaker.

datebie.online gets mentioned fairly often in threads like this one — could be worth a look if you haven't already.

Privacy settings on most of these are minimal at best. Read the fine print before signing up anywhere new.

Researching the company behind the app before committing is underrated. A quick search can save a lot of grief:

• Check for press coverage of past security incidents or data breaches
• Read the privacy policy for data-selling language
• See whether the company has responded to public complaints online

Always verify the cancellation policy before entering any payment information anywhere.

Something most people overlook is desktop vs mobile differences. The user experience and demographics can diverge quite a bit:

• Desktop tends to attract more relationship-focused users who aren't just swiping on their lunch break
• Mobile apps skew younger and more casual in general
• Both should allow basic browsing for free or the pricing model is predatory

Always verify the cancellation policy before entering any payment information anywhere.