Had a fingerprint reader once, long ago (the only drivers were for WinNT). It was not very reliable, in the sense that sometimes you had to try 2-3, maybe 4 ti,es to get recognized. That was slightly annoying, and definitely much, much slower than typing user.pass from a keyboard. Even when it worked from the first time, it was still annoying to wait a few seconds to get access grant or denied. That was a reader where you push the entire fingerprint against a small ellipse-like glossy surface. It was also kind of picky relative to how well you position your finger (relative to the position of the finger when you trained the reader), and to the force you were pressing.
The second fingerprint reader I had was during WinXP, on a laptop with one of those blade-like fingerprints reader, where you have to "swipe" your fingertip on the reading edge of the sensor (the sensor looks like a horizontal line segment). It was better/faster/more reliable than the old one, but still picky, and often you had to try 2-3 times to get in. I can't tell you how frustrating it is to be denied 2-3 times in a row. It was also pretty sensitive to how sweaty your fingertips were, and to the speed you were swiping. It was fun at first, but actually never used it in practice, it was too annoying.
Both the old and and the new reader were able to record more than one fingerprint, so losing one fingerprint integrity was not an issue.
Both were very sturdy in terms of false positives. Since it was a new thing back then, showed it to everybody, but never ever managed to unlock the PC with an unregistered fingerprint.