I personally think of it as riding distance off road, and the ideal bike for that will allow for larger tires, be (relatively) light weight, engineered to be sturdier than a road bike, and have geometry that errs on the side of comfort. After that it's up to the individual and the terrain to dictate the specifics of a bike that best suits their "gravel" needs.