The scienceMost tools show you a glucose curve after you eat, and most need a CGM to do it. Bite Balance predicts your response from a photo, before the first bite — built on a model validated against real CGM data.
A vision model identifies what's on the plate and estimates portions — the carbohydrates, fiber, fat, and protein that actually shape a blood-sugar response. Trained across roughly 3,000 meals from large, diverse datasets, so it holds up on real food, not lab food.
A glycemic-response model turns that meal into a predicted blood-sugar curve — where it peaks, how high, how fast it settles. The model was validated against real continuous-glucose-monitor outcomes, so the shape is grounded in how bodies actually respond to food.
Everyone starts from the population model, then it calibrates to your body the more you log — and faster still if you add a few optional fingerstick readings. Two people can eat the same meal and get different predictions, because they have different bodies. That's the whole point.
Your score rolls the four things that shape your metabolism into one figure you can watch and move — like a credit score for your blood sugar.
How sharply meals raise your glucose — predicted before you eat, from the photo.
A food-derived measure of fiber, fermentation, and diversity — what steadies you over time. Not a microbiome test.
Portion, density, and timing — the levers behind the longer trend.
How movement blunts your spikes — down to the post-dinner walk.
Bite Balance grew out of award-winning independent research and a real pilot — and it keeps getting more accurate as more people log.
meals analyzed across large, diverse public datasets
predictions validated against real continuous-glucose outcomes
people in the live pilot cohort
Minnesota State Science & Engineering Fair
Bite Balance is a wellness and education tool. It does not diagnose, treat, cure, or prevent any disease, including diabetes. It's built to sit alongside your care, not replace it — always talk to your doctor before changing medication, diet, or treatment.
The model learned the relationship between meals and glucose responses from thousands of meals paired with real CGM data. Given a photo of your plate, it predicts the response that data implies — then sharpens that prediction as it learns your body from your own logs and optional fingersticks.
Accurate enough to reliably rank your meals and catch the spikers — which is what changes behavior. It's a prediction, not a lab measurement, and it improves with personalization. We're deliberately careful not to overclaim: the goal is useful direction, not false precision.
No. The Gut Index is derived from the food itself — fiber, fermentation, and dietary diversity — as a proxy for what tends to steady blood sugar over time. It's a food-response signal, not a microbiome measurement.
Your data is stored securely in the US and handled under a HIPAA-compliant posture. Development work is done against de-identified data. Your meals and results are yours.
No — because it isn't a medical device and doesn't make medical claims. Bite Balance is positioned as a wellness and education tool. That's a deliberate choice about what the product is and isn't.
Join a free camp, snap a meal, and watch the prediction — no sensor, nothing to pay to start.
Free to join · No CGM · Available on Android & web · US & India
