The hosts took the lead with a goal after seven minutes by Vitalis Mylolenko.
He scored after his initial shot hit Albion keeper Bart Verbruggen full in the face.
Lewis Dunk had an equaliser ruled out by a minimal VAR offside decision.
Albion have dominated possession but Everton have looked composed and likely to create more chances.