Embodiments of the disclosure provide systems and methods for estimating battery discharge time duration during high-rate battery discharging. Generally speaking, embodiments of the present disclosure are directed to a prediction of battery run times for short duration, high-current discharge events that are scaled in seconds rather than minutes, and which are continuously compensated for ambient temperature which can alter discharge times as a result of reaching thermal limitations before chemical capacity has actually been exhausted.