I follow a Keto lifestyle, which is similar without advocating the extra fat you find in Atkins
It does work but should not be considered a diet, it is a lifestyle change, the first 2 weeks can be hell but gets much easier from then on. The first couple of week will go smoother if you ensure you are getting enough electrolytes.