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AI has no idea what I’m eating

The Owner Press by The Owner Press
November 23, 2025
in Newswire
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That is Optimizer, a weekly publication despatched each Friday from Verge senior reviewer Victoria Song that dissects and discusses the newest telephones, smartwatches, apps, and different gizmos that swear they’re going to alter your life. Optimizer arrives in our subscribers’ inboxes at 10AM ET. Choose in for Optimizer here.

As soon as once more, AI is failing to deliver on a few of its guarantees.

Earlier than my final future, I made my customary preworkout breakfast. Two darkish chocolate Kodiak protein waffles, a tablespoon of peanut butter, and a drizzle of honey. On the aspect, a modest cup of iced espresso with a splash of soy milk.

I write a publication referred to as Optimizer. It’s a on condition that I’ve dabbled with counting macros — the apply of monitoring how a lot protein, fats, and carbs you eat — to see if it helps my coaching. After all, I spent 5 coaching blocks determining that this breakfast offers my physique the roughly 355 energy, 16g of protein, 28g of carbs, and 17g of fats it must really feel good throughout a morning run and not go to sleep at my desk after. The annoying factor is having to reenter the identical info into any coaching or meals logging app.

AI, I’m advised, will change that. Not too long ago, Ladder, my energy coaching app of selection, launched AI-powered nutrition features that promised to make counting macros simple. All I needed to do was take an image, and AI would deal with the remainder. So think about the way it felt when the Ladder AI advised me my fastidiously crafted breakfast was 780 energy, 20g of protein, 92g of carbs, and 39g of fats. How, when particularly enhancing it to incorporate the precise manufacturers and quantities, it resulted in one other, equally flawed quantity.

This, my associates, is precisely why I don’t rely energy or macros anymore.

Right here’s an plain reality: meals logging is the pits.

Historically, these logging apps allow you to seek for meals choices starting from frozen dinners to uncooked substances. Some even allow you to scan barcodes. That’s easy sufficient if all you eat is prepackaged or complete meals. The place it begins to interrupt down is consuming out at eating places, or paradoxically, cooking at house. Eating places that publish calorie counts usually don’t present macro breakdowns. And whilst you can import substances from on-line recipes, that’s little assist to skilled house cooks improvising a weeknight dinner or substituting substances on the fly. To get probably the most “correct” and environment friendly logs, it is advisable to measure out each little factor you eat, keep away from consuming out, and mainly eat the identical issues on daily basis.

Screenshot of Ladder AI’s nutrition feature

AI can broadly establish what’s within the image, but it surely will get the specifics and the quantities fully flawed.
Screenshot: Ladder

It sucks as a result of research constantly present that maintaining a food diary or utilizing digital health tracking tools is linked to better success in shedding or sustaining weight and gaining muscle. That’s why we’re beginning to see well being and health apps flip to AI to make this course of much less tedious.
There are infinite choices.

When Oura launched its Oura Advisor chatbot, it additionally added the flexibility to both write out an outline or snap a photograph of your meals. When you do this, it’ll spit out a breakdown of the macros, whether or not it’s extremely processed, and the way it may impression your total well being. In case you’re utilizing a Dexcom steady glucose monitor, you may import that knowledge into the Oura app and use it to check particular meals to glucose spikes.

close up of Oura Advisor’s analysis for a bowl of pasta

This bowl of pasta has kale, peppers, mushrooms, and floor turkey. I see no cheese puffs or ice cream.
Screenshot: Oura

Equally, the January app helps you to take footage of meals and, primarily based in your demographic knowledge, generates an estimate of how seemingly it’s to have an effect on your glucose ranges. MyFitnessPal has additionally added a ScanMeal function that allows you to take photographs to get calorie and macro estimates. My TikTok feed retains promoting a gamified food-tracking app with an AI raccoon pet. You’re taking footage to “feed” the raccoon whereas AI analyzes and logs your meal. Along with photographs, Ladder’s AI function additionally helps you to dictate or write textual content descriptions of your meals.

The approaches differ, however the premise boils all the way down to: take a photograph and let AI do the remainder.

Sadly, AI is barely so-so at figuring out meals primarily based on footage. Oura Advisor routinely mistook my matcha protein shakes for inexperienced smoothies. January was capable of establish that I used to be consuming rooster, but it surely mistook barbecue sauce for teriyaki sauce and did not acknowledge that there have been mushrooms within the dish. When Ladder’s AI cocked up my breakfast, it estimated I’d eaten two seven-inch waffles as a substitute of four-inch protein waffles, two tablespoons of peanut butter as a substitute of 1, two teaspoons of syrup as a substitute of 1 / 4 teaspoon of honey, and cream and sugar in my espresso. (I by no means take sugar in my espresso, thanks very a lot.)

None of those AI options may establish after I’d made more healthy swaps. In lieu of white rice, I usually combine a cup of edamame and quinoa into brown rice for a extra nutrient-dense carb. Oura’s AI categorised my concoction as mashed potatoes and white rice. Ethnic meals are additionally a crapshoot. Ladder’s AI logged my dal makhani curry with basmati rice and peas as rooster soup. Typically AI appropriately identifies tteokbokki — Korean rice desserts in a spicy gochujang sauce. Different instances, I’ve gotten rigatoni in tomato sauce.

It’s not that you simply can’t edit these AI-generated entries. You’ll be able to. It’s simply that this defeats the entire level of simplifying a tedious course of. As a substitute, it’s changing one annoyance with one other. No matter time you save on discovering entries to log is now spent enhancing and fact-checking AI goofs.

After fascinated about it, maybe it’s simply that simplifying meals logging is the flawed downside to unravel.

For starters, AI can broadly establish objects in photographs, however it’s often crap at specifics. It might probably inform a banana from an apple, but it surely’ll by no means have the ability to inform what filling is inside your ravioli. It’s additionally not the very best at estimating proportions. In case you care about accuracy, you’ll all the time must babysit it. However extra irritating is that making use of AI on this manner doesn’t handle the basis downside. Dietary adjustments aren’t exhausting due to a lack of understanding. Everyone knows the fundamentals. What’s exhausting is making use of that information in your life sustainably. It’s reprogramming your feelings and habits. AI can counsel adjustments, however you’ll all the time be the one who has to make them occur.

The purpose of meals logging isn’t actually about hitting an arbitrary calorie or macro goal. It’s constructing consciousness round what you’re consuming: to study what your dietary patterns are, what may very well be improved, and to apply mindfulness whenever you take pleasure in a bag of Cool Ranch Doritos. When you get the hold of it, you stop. Possibly you briefly begin up once more when objectives or well being circumstances change — but it surely’s not one thing most individuals ought to do for the remainder of their lives. Ideally, you cease meals logging since you belief your personal sense of what to eat and when.

The issue is that app makers by no means need you to stop.

Close up of Oura Advisor’s analysis of a meal

Not pictured: Me enhancing this to be a matcha latte, not a kale smoothie, and clarifying there’s apples on this right here tart.
Picture by Amelia Holowaty Krales / The Verge

A “profitable” meals logging app is one which retains you engaged, in perpetuity. As a substitute of crediting your success to your personal hard-won information, you credit score the software. You begin considering, nicely, if I don’t observe all the pieces, on a regular basis, I’ll return to who I used to be earlier than. Or, in case you’re struggling, possibly the pitch is that if AI makes a tough factor simpler, maybe reaching your objectives can be too. (Spoiler: it gained’t.)

In equity, there’s one thing to the thought of taking a photograph of your meals and AI telling you a helpful perception. I simply genuinely don’t know what that perception is. Possibly it’d be sufficient if AI would inform me my home-cooked meal is a dietary masterpiece. Or that I’ve had a 15 % improve in glazed donuts over the past 30 days — maybe it’s time to replicate on what’s triggering my stress consuming. Or, “Hey lady, you’ve been consuming a formidable, however culinarily unhappy, variety of baked rooster breasts. Deal with your self to white rice.”

All I do know is, AI shouldn’t require me to take an image of my breakfast after which waste the following quarter-hour bullying it to appropriately establish what I ate.

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