They really do sound the same. I linked a classic tests where amps from Pioneer mid-fi to Levinson, Futterman, etc. were indistinguishable among believers and skeptics of amp-differences.
https://www.audiosciencereview.com/forum/index.php?threads/actual-double-blind-studies.49105/post-1758497...