I've built in rewards when I hit particular milestones. I stopped drinking alcohol nearly 2 years ago and did something similar, and I found it a really useful tool.
I have a list of non-food treats, as traditionally a treat would be a bottle of red, or chocolate, or a pizza delivery.
As my waist is now under 40", I bought myself some flowers