The quick answer is the bandwidth for an analog scope is generally given at the 3db down point. That is the frequency where the response of the vertical channel is 3db below the response at low frequencies. That translates to 50% of the low frequency level.
This is not a real useful point on the frequency curve to be operating at if you need any kind of precise measurement because, due to component tolerances, this is a guaranteed spec. for that model, but not an exact number for any individual scope. Individual scopes with the same model number may have gains that differ by a fairly large amount at that specified frequency. So, unless you run an actual calibration curve on your particular scope, you really have to assign a fairly large margin of error at that frequency. Hence a 100 Mhz scope may become inaccurate when you get above 25 or 50 Mhz.
Personally, I would rather see a spec where the gain is guaranteed to be within 5% or even 1% of the low frequency value.