2500 mah = 2.5 Amps, drain on a typical load(LED flashlight), per hour.
If they last longer than other 2500 mah in a LED flashlight, then good deal.
Their advertised discharge current is an instantaneous direct short of 35 Amps,
which would probably last less than 30 seconds and may even destroy the battery.
That is a meaningless advertising value for led flashlight applications,
in contrast, starting Amps on a frozen truck engine battery are very useful values and hopefully last longer than 30 sec.
So time frame is the critical difference.