I live on Long Island. My experience (not being an expert AT ALL) has been to bring them indoors late September/early October when it starts getting chilly overnight. I use a grow lamp as the leaves are still on them. Last year I had an inflo that ended up blooming indoors for me. Eventually, even with the lights and the constant temperature around 70 degrees indoors, the plant started going into dormancy. At this time I stopped the grow lamp and stopped watering, and waited for spring.
Don't know if that is the horticultural "proper" way to do it, but it has worked for me!