I've been using it for a few days now and it's pretty amazing how much easier this is compared to MyFitnessPal, which has been around forever.
One suggestion I would give to the developer is to also include the estimated calories per ingredient in the "likely ingredients" section. This would make it easier to correct AI on items for which I already know the calories.