I recently bought a Bluesound Node 2i, and have been using it to evaluate "high-res" music services. So far, I have done quite a bit of listening with AmazonHD, Tidal and Qobuz. My observations/opinions so far:
None of them rival Spotify from the standpoint of user interface, curation or "discovery" (the algorithms/logic that serves up other artists, songs and albums you might enjoy based on what you listen to). None of them rival Spotify from the standpoint of library size or search capability. But of course, Spotify does not offer high-res, or even CD quality.
Of the three high-res (CD and better) services I've been using, I would rank user interface/user experience as Tidal #1, Quobuz #2 and AmazonHD #3 (I would feel the same even if Amazon were better integrated with BluOS). Tidal and Quobuz are different, but interface and experience with both are pretty good. Amazon, not so much...it's fine, if you know what you want to listen to. But much of the fun with streaming is discovery. Amazon doesn't seem to realize this (or maybe just doesn't care).
In my system, to my ears, Amazon and Quobuz are so close in SQ as to be basically indistinguishable. Tidal Masters files have a noticeably different sound...a bit less detailed, and a bit mushy in the lower frequencies. As a result, I don't plan to keep Tidal after the end of my 3 month trial next month.
I don't have data to back this up, but it seems a greater portion of Quobuz's library is available in high-res than is the case with Amazon...but, Amazon seems to have a greater total library size (adding CD-quality and high-res together). I much more often fail to find a song or artist I'm searching for when using Qobuz than when using Amazon.
I would really prefer to rely on Qobuz as my only music service. They (like Tidal) provide better compensation to the artists (as compared to Amazon)...and putting up at least some resistance to the Amazon Borg seems like a good thing. Also, as a Bluesound user, Quobuz is more appealing because of its much better integration with the Bluesound platform vs Amazon. But, having access to a much larger library is a big deal to me...so I will continue using both until I can determine if Quobuz's smaller inventory is a showstopper.
My system: Sansui AU-919 (fully rebuilt about six years ago), Snell JIIIs (new foam and new electrolytic caps three years ago), Vandersteen subwoofers (original condition). I was using a pair of Thiel CS2s in this system when I first got the Node streamer, but pulled them out while trying to determine if the overly forward presentation I was hearing with Amazon HD was a function of speakers or the Amazon data stream. With the Snells, both Amazon and Quobuz sound quite good, and their high-res files are pretty darned impressive. Of course, high-res cannot make up for poor engineering. In fact, it seems to me that recordings with heavy dynamic range compression are even more annoying with high-res files.
On that topic...I was hoping that as a part of the remastering required to produce high-res versions for the music services, the record companies would at the same time pull back on the heavy-handed use of compression and other effects applied to make the music sound better on earbuds, computer speakers and in higher-noise environments. I am somewhat concerned that high-res will become just another marketing shtick. While not always the case, most of the high-res downloads I've purchased in the past really did sound better than their CD counterpart, probably as much a function of mastering tailored more to "audiophile" listeners as the higher bitrate.
If the music services are successful at getting folks who listen primarily via smartphones and earbuds to buy high-res subscriptions, they might conclude that hey don't need to spend time and effort actually trying to improve sound quality of the recording when re-mastering...just grab the file used to dither down to CD and call it a day. If that happens, the potential for high-res recordings to be reliably better than their CD versions will have been lost.