On my Jeep GC 4xe, the engine will kick in when you floor it, but once you're cruising on the roads, battery is enough. Have you driven a PHEV? The engine only kicks in when you want to accelerate like a madman.
Eventually, once the battery runs out, then the engine will always kick on, but...