It's interesting that this topic came in as I recently accepted a job of digitizing 180 cassettes from a 80s and 90s radio show. The show was originally recorded in 1/4 inch tape but the backups were made to cassette.
To prepare for the process of digitizing so many cassettes I asked around to all my friends that still had a cassette tape deck to lend me their unit, so I could test all and decide which sounded better so i would use that one for the work.
So I had 6 different decks to try out, I was amazed how different the sound was to one another, they sounded completely different for the same tape and some of them were much more awful than the others. Also all of them, the 6 of them had a different pitch/speed from one another, there were not even 2 of them that were similar.
I found out that by 2022 all the cassette tape decks are so old at this point, and without any service whatsoever for at least 25 years that the mechanics and adjustments/calibrations are just way off.
3 of the decks needed new Belts, which I installed, then I learned how complex the mechanical aspects of cassette decks are.
I tried to learn a bit the calibration and adjustments and have to tell you that it's expensive, you need a good Full Track calibration cassette, something that will cost 100€ or more, and also you need something that is called an M-300 Gauge to physically adjust the cassette mechanism, something that is hard to find and will cost at least $300 plus shipping.
Also all the work of dismantling and fixing a cassette tape deck transport is quite time consuming and demanding.
After all this learning experience I was pragmatic and just choose the Deck that sounded the better to me for this specific recordings.
Strange thing was that the most praised deck of the six of them, the Nakamichi 480Z was the one that sounded the worst of the 6. Even though it's suppose to be a great deck I guess after 40 years it needs a lot of experienced service.
No more cassettes for me after this work is done.