Going to ask this directly since the indirect route has been useless: What are the best dating apps to use if you're shy?
What I've found through normal research is basically useless for making an actual decision, especially when it comes to best dating apps. In practice, the top-ranked content is all affiliate-driven, going by the last few months. The app store reviews are heavily managed, though others in this thread disagree. Reddit threads are better but still often dominated by a handful of power users with specific experiences that may not generalize, more so for best dating apps than anything else.
On balance, community forums like this one tend to have more actual diversity of experience, which is exactly what I need. Not one definitive answer — a range of experiences that helps me calibrate my own expectations going in, if you are patient with it.
In my case, thanks in advance for anything real, depending on which app you are on. Happy to share back once I've spent more time testing, which is not a universal experience.