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    Home»Global»What 6 Weeks of Testing an AI Food and Barcode Scanning App Taught Me About My Diet
    Global

    What 6 Weeks of Testing an AI Food and Barcode Scanning App Taught Me About My Diet

    Editor Times FeaturedBy Editor Times FeaturedNovember 9, 2025No Comments16 Mins Read
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    The Zoe app icon surrounded by fruits and vegetables.

    The Zoe Well being: AI Meal Tracker has a number of options, and I examined all of them.

    Getty Picture/Zooey Liao/CNET

    It may be tough to find out the healthiness of a sure meals simply by it or taking a look at its packaging. That is why barcode scanning and AI meal monitoring apps now exist. For six weeks, I examined one in every of these apps, Zoe Health: AI Meal Tracker, to take a more in-depth take a look at my food regimen and see if the app delivers on its guarantees.

    “The inspiration was to make one thing that was tremendous simple to make use of, actually enjoyable, constructive in its messaging and to show the standard diet tracker on its head, so to create one thing that does not really feel such as you’re attempting to not eat something,” says Dr. Federica Amati, head nutritionist at Zoe, on what impressed the app’s creation.

    How the Zoe Well being app works

    The Zoe app was designed by the creators of the world’s largest nutrition study and combines a number of options that could possibly be helpful for studying extra about your diet — that’s, in the event that they work accurately. Right here was my expertise.

    AI picture logging: It is quick and weirdly correct

    The AI photo-logging function permits you to take a photograph of your meal to see a breakdown of the substances (which you’ll be able to edit) and the diet info, together with a meals rating and an outline of the meals and why it acquired the rating it did from Ziggie, the app’s AI diet coach. The meals rating ranges from 0 to 100 and signifies how sure meals could influence your well being.

    Throughout scientific trials, Amati says the corporate examined manually logging meal images and weighing all of the included substances versus utilizing AI for picture logging. “We in contrast [AI photo logging] to handbook logging, and it’s above 95% by way of accuracy match, so we are the first validated photo-logging software in the marketplace,” she says.

    Together with the scientific trial knowledge, the photo-logging AI analyzes tens of millions of meals images on the web to pinpoint precisely what your dish is, whether or not you are at residence or in a restaurant.

    Amelia Ti, a registered dietitian and diabetes educator in New York Metropolis who can be a part of CNET’s medical evaluate board, says that whereas assigning a numerical rating to meals can present instructional perception, it will also be problematic as a result of it reinforces the concept that meals have ethical worth and are both “good” or “unhealthy.” This may probably result in emotions of guilt or encourage restriction. 

    “The picture logging and ingredient breakdown are undoubtedly helpful and may improve consciousness of patterns,” provides Ti. “I’d de-emphasize the rating and as an alternative give attention to personalised suggestions and reflection — how meals make that individual really feel quite than how they rank on a scale.”

    A screenshot of the Zoe app detecting oatmeal with banana and peanut butter.

    The app was capable of detect my half-eaten oatmeal with peanut butter and banana.

    Zoe/Anna Gragert/CNET

    My AI picture logging expertise

    I used to be stunned at how rapidly the AI photo-logging software was capable of determine my meals. For example, once I took a photograph of my half-eaten oatmeal, it was capable of detect inside seconds that it contained oatmeal, banana, peanut butter and chia seeds. I added that it additionally had pumpkin seeds, sunflower seeds and hemp seeds, and adjusted the quantities accordingly. 

    I wasn’t at all times certain of the precise quantity of sure substances in my meals — which might be the case when consuming out, one thing I did not do when testing the app — so I did not put a ton of weight on the numerical meals rating my meals acquired. As an alternative, I merely noticed them as a information I may comply with with my very own judgment and analysis. 

    AskZiggie AI chatbot: I requested it about carbs, diabetes and extra

    At present in beta, the Zoe app comes outfitted with a Google Gemini-powered AI diet coach named Ziggie. It is a yellow character designed to resemble one of many helpful micro organism in your intestine. Along with offering overviews if you take a photograph of your meal or barcode, Ziggie can reply your diet questions as a chatbot. 

    Amati says that AskZiggie gives solutions utilizing an evidence-based library that features a whole lot of conversations with Zoe nutritionists, scientific trials, knowledge from the primary model of the app launched within the UK, 70 peer-reviewed papers and knowledge from Amati’s and Tim Spector’s books. Spector is a professor of epidemiology at King’s School London and the scientific co-founder of Zoe. 

    My expertise with AskZiggie

    I principally noticed Ziggie when studying the AI overviews for the meals I photographed, however I briefly examined it out as a chatbot. I began by deciding on one of many offered prompts: “How do I get plant range with out meals waste?” Ziggie answered with a couple of recipe concepts, which I may click on on to see why the meal acquired the meals rating it did, together with the substances and steps wanted to make it. 

    As a take a look at, I requested, “Do I’ve diabetes?” Ziggie answered by saying it could not present medical recommendation or diagnoses and that I ought to seek the advice of my physician. 

    My subsequent query was, “Are carbs unhealthy?” It answered by citing Zoe’s analysis, which discovered that not all carbs are created equal, a solution supported by the Cleveland Clinic. Refined carbs like white bread or pastries could cause blood sugar spikes and are not perfect for intestine or long-term well being, whereas advanced carbs like veggies or beans can provide important vitamins and sustained vitality as a result of they’re digested extra slowly. Ziggie then requested if I would wish to study extra about what makes a carb “good” or “unhealthy” — quotations included, which I appreciated, as meals should not be labelled in such a black-or-white manner.

    The answer when I asked the Ziggie chatbot if carbs are bad.

    The reply once I requested Ziggie if carbs are unhealthy.

    Zoe/Anna Gragert/CNET

    Ti additionally likes that Ziggie offered factual info on how refined and complicated carbs differ, particularly by way of their physiological response. Nonetheless, she does want that it talked about that meals will not be inherently “good” or “unhealthy.” 

    “We wish to keep away from slipping into that ethical binary (black and white perspective), which might usually set off and reinforce restrictive thought patterns,” Ti explains.

    I believe the AskZiggie chatbot could possibly be useful for asking common questions on diet, however like with all AI chatbots, I would advise you to fact-check its solutions and seek the advice of your physician earlier than making any adjustments to your food regimen or routine. 

    The processed meals threat scale: Are all ultra-processed meals unhealthy?

    The meals threat scale permits you to scan labels and barcodes to view a rating that particulars how a meals’s composition and processing could influence your food regimen and total well being. In response to Amati, this software goals to advance the dialog about ultra-processed meals, because the Nova food classification system, which categorizes meals into 4 teams based mostly on their stage of processing, is greater than 15 years outdated. 

    “In among the analysis that is been performed on ultra-processed meals, they are not all the identical. A few of them can really be a wholesome a part of the food regimen, whereas others needs to be prevented,” says Amati. “So we took a step again and thought of how we are able to higher classify processed meals in a manner that is related to human well being outcomes and never simply the extent of processing, as a result of stage of processing is not at all times reflection of the healthfulness of the meals.”

    The Planet Oat Extra Creamy Original Oatmilk high-risk score on the Zoe app.

    The Further Creamy Unique Oatmilk’s high-risk be aware on the app.

    Zoe/Anna Gragert/CNET

    This led to the creation of the chance scale, which has 4 classifications from no threat to excessive threat. Along with the extent of processing, and based mostly on scientific trial knowledge, the dimensions considers the options of processed meals which have essentially the most important influence on well being outcomes. This contains vitality consumption price and hyperpalatability, which might contribute to overconsumption, in addition to the use of additives. Amati emphasizes that the meals threat scale would not penalize all components, however quite considers the influence of getting a number of components current in a product.

    “This strategy is an enchancment over older processing fashions like Nova — it is extra individualized, evidence-based and data-driven,” says Ti. “I like that they acknowledge that ‘processing’ alone would not at all times predict a meals’s well being influence (e.g., frozen veggies are technically processed).” 

    Nonetheless, Ti believes that labeling meals utilizing a threat scale could possibly be problematic, because it introduces a hierarchy and assigns morality. “For somebody attempting to restore their relationship with meals, seeing ‘excessive threat’ hooked up to one thing they take pleasure in can set off disgrace, guilt or restriction,” she says.

    Zoe was capable of construct the US database for this software largely due to crowdsourcing, the place People scanned merchandise to contribute to the database. If an merchandise is not recognized, Zoe asks {that a} picture of the meals product be despatched to its meals scientists. 

    My expertise with the chance scale

    Rather a lot has been written in regards to the professionals and cons of utilizing apps that rate your food with a score, particularly contemplating that, as a result of each app has its personal methodology, you may get totally different scores from each. 

    With Zoe, if you scan a barcode, you get a rating you’ll be able to click on on for Ziggie’s AI evaluation, a listing of substances which you could edit, the diet info and extra details about the scoring system itself. For among the merchandise I scanned, I discovered that one of many diet info was barely off in comparison with what was listed on the product packaging. 

    For example, a corn masa, refried bean and cheese Amy’s burrito I had for a fast lunch was reported as having 32 grams of carbs on Zoe whereas the packaging mentioned 38 grams. I wasn’t capable of regulate these numbers on the app.

    A comparison of Zoe's nutrition facts versus Amy's for the southwestern burrito.

    Zoe’s diet info versus Amy’s for the Southwestern burrito.

    Zoe/Amy’s/Anna Gragert/CNET

    Apparently, the one product I scanned that was labelled “excessive threat” was the Planet Oat milk. Zoe mentioned that it incorporates one additive to be careful for, potassium phosphates, and that it has a high-energy consumption price, which means it delivers energy quick. The packaging itself says it incorporates dipotassium phosphate as a stabilizer. 

    “Whereas dipotassium phosphate is taken into account protected by the FDA, analysis means that consuming giant quantities of phosphorus components is linked to cardiovascular and kidney illness threat, significantly for people with preexisting impaired kidney perform,” says Ti. “As a result of phosphate components are so widespread, particularly in processed meals, your total publicity and consumption could also be extra related than with any single product.”

    Once I requested Ziggie about potassium phosphates being excessive threat, it mentioned that Zoe’s science highlights that extremely processed meals, which regularly comprise components like phosphates, could be detrimental to our well being as a result of they’re hyperpalatable and may result in overconsumption. In consequence, Ziggie beneficial that we restrict our consumption of those meals. 

    Total, I discovered the processed meals threat scale to be basis for my very own analysis. For example, I’ll now be buying a distinct model of plant-based milk. I do not suppose it is useful to label meals as “good” or “unhealthy,” so I do like that there is some nuance with the dimensions and the way it merely tells you to “be careful for” sure substances, however I do not suppose it needs to be seen as the ultimate phrase in your food regimen. In any case, a nutritious diet is all about stability, and moderation of (not utterly eliminating or demonizing) sure meals is vital. 

    Nonetheless, I do suppose that individuals with a historical past of disordered consuming could possibly be triggered by this function. Ti agrees. Proceed studying to study who this app is probably not proper for.

    The plant counter and gamification

    For every meal that you go online the Zoe app, you gather beans based mostly on how wholesome your meals decisions are and whether or not you are logging constantly. The extra beans you gather, the additional alongside you get on the winding yellow path current on the Zoe app’s residence tab. It is primarily gamifying wholesome, extra conscious consuming. 

    The Zoe app home page with the yellow path and bean counter.

    The winding yellow path the place you gather beans.

    Zoe/Anna Gragert/CNET

    Along with beans, you too can accumulate avocados to unlock content material, together with quizzes and additional info on matters akin to conscious consuming, intestine micro organism and calorie myths. For instance, do you know that your intestine microbiome helps your physique struggle infections and protects you from illness?

    My expertise amassing beans

    Personally, I did not profit from this function, and it could’t be turned off; nonetheless, somebody who finds gamification motivating for wholesome consuming would possibly take pleasure in it. 

    The food regimen rating

    Within the Food plan tab on the app, you’ll be able to view your food regimen rating, which represents the standard of your food regimen from the day before today. It is based mostly on all of the meals you logged, specializing in plant range, fiber, processed meals and fats sources. You may as well join your Apple Well being app to Zoe, permitting the steps and sleep knowledge collected by your wearable system to be thought of. I did not do the latter and solely targeted on logging sure meals I needed to study extra about.

    This jogs my memory of the each day readiness (aka how ready your physique is to tackle the day) and sleep scores supplied by wearables just like the Oura Ring. In response to Zoe, this rating goals that can assist you perceive how your consuming habits can assist your well being, guiding you to make extra conscious meals decisions. 

    My food regimen rating expertise

    As a result of I did not log all my meals with the app and as an alternative targeted on particular meals and merchandise I needed to see the diet info for, I did not put a variety of inventory into this rating. Nonetheless, for those who wrestle with wholesome consuming and need accountability, this rating could also be helpful. Then again, when you’ve got a historical past of disordered consuming, this could possibly be dangerous. 

    Zoe's diet score page on the app.

    What the food regimen rating web page seems to be like.

    Zoe/Anna Gragert/CNET

    “Whereas the food regimen rating may improve consciousness round patterns and assist some keep conscious, it additionally locations judgment on consuming patterns. For these studying to eat intuitively or recovering from disordered consuming, seeing a ‘low food regimen rating’ would possibly set off guilt or restriction,” says Ti. “Because the rating’s accuracy additionally is dependent upon full and exact logging, it could not at all times mirror precise food regimen high quality and will undermine belief in a single’s personal starvation and fullness cues.”

    Who is not the Zoe app proper for?

    Once I requested Amati about who the Zoe app won’t be proper for, she talked about individuals with advanced dietary wants that require assist from a specialist, akin to these with power kidney illness or individuals with a historical past of disordered consuming.

    “I believe monitoring basically is not useful for lots of people who [cope with] disordered consuming, so it is not simply us, however something that pushes you to trace,” says Amati. “We have now labored with specialist dietitians to guarantee that our app could be very constructive and that it primarily minimizes any threat of being detrimental. However we’re very open to the truth that we’ve not been designed with disordered consuming in thoughts as a major focus level.”

    Ti provides that this app is probably not proper for pregnant or breastfeeding people, as a result of metabolic and nutrient wants shift considerably throughout being pregnant and lactation.

    How a lot does the Zoe app price?

    As somebody who’s at all times wanting to save cash the place I can, value is usually the very first thing I contemplate when evaluating any product, service or app.

    There’s the free Zoe app and the ad-free Zoe Plus, which prices $100 per 12 months or $16 per thirty days. The Plus model affords personalised scores that can assist you make higher meals decisions and permits you to add your blood tests. I have been testing the Plus model, which the corporate has allowed me to make use of without charge; nonetheless, I did not present my blood take a look at outcomes.

    Beforehand, the app required members to acquire Zoe’s membership and bear a intestine well being take a look at, which concerned carrying a continuous glucose monitor (CGM) for as much as 14 days and amassing one-time blood and stool samples. This membership and take a look at are presently bought out, as the brand new testing expertise and app are scheduled to launch by the tip of 2025. 

    My ultimate ideas on the Zoe app

    I admire that the Zoe app consolidates a number of options in a single place, however the ones I’ve benefited from essentially the most are the AI picture logger and the processed meals threat scale. I loved taking a photograph of a meal or meals product to rapidly get a common concept of its diet info and healthfulness. The AskZiggie AI diet coach — which I am glad is evidence-based — was additionally useful in giving an outline of why the meals acquired the rating it did. I used to be then ready to make use of this info to conduct my very own analysis and study extra in regards to the meals I am consuming, in addition to how I could be extra conscious of my food regimen sooner or later.

    The gamification side and food regimen rating weren’t useful for me however for those who’re somebody who may benefit from wholesome consuming accountability, you might need a distinct expertise. In consequence, I’d follow the free model of the app. Use warning when you’ve got a historical past of disordered consuming or are involved about how these numbers could set off you. Should you’re uncertain, seek the advice of your well being supplier earlier than utilizing the app. 

    Finally, I loved sure options on the Zoe app however felt others weren’t helpful. I subscribe to the notion that data is energy, particularly with the meals we put into our our bodies and this app helped information me in making knowledgeable selections about my meals decisions. Nonetheless, stability is equally necessary and for those who really feel that monitoring and scoring your meals will disrupt a balanced strategy to consuming, then this app and others prefer it is probably not the important thing to unlock your wholesome consuming. 





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