If it's a retrofit (ie.: the ev charger/nor the meter have the right technology and setup) EV energy pattern consumption is rather unique, and is very easy to understand consumption through energy disaggregation algorithm.

It's a technology already used at utilities companies to understand for instance if a household has electric or gas hobs.