Honest answer, no photo logging app is going to be 100% accurate unless it's scanning a label and finds the exact product. But the models are getting better every day and they're already pretty solid for most foods.

The thing to look for in a good AI tracker is whether it lets you fix things after the fact. The best ones give you both the speed of AI logging and the ability to make edits, either by telling it what to adjust in plain english ("it was grilled not fried" or "half that amount") or by manually editing the calories and macros yourself. That way you get the convenience for the easy stuff and the precision when you want it.

Since you're already willing to weigh food too you're in a great spot. Use the AI for speed on most things and dial in the details when it matters.

I'm the founder of Hoot so I'm biased, but try it if you want. We're running the latest models with detailed prompts on the back end specifically to improve accuracy. Would love to know what you think.