The nutrition
intelligence layer.

What NutriOptio is

NutriOptio turns any food input, a photo, a spoken sentence, text or a barcode, into structured nutrition data: glycemic index and load, Nutri-Score, how industrially processed the food is, allergen risk, and a grade weighted to the health goal the person is actually pursuing.

The distinguishing decision is architectural. AI does the perception, identifying the food and estimating the portion. The layer above it is code: Glycemic Load, Nutri-Score, NOVA and the grade are computed from published reference data, with guardrails that reject implausible values, and a barcode resolves to real recorded numbers rather than an estimate. Most tools in this category ask a model to look at a photograph and output calories, then print the answer to the decimal place. We would rather tell you which numbers are measured and which are estimated.

NutriOptio LLC is registered in Ohio, United States (entity 5630283). The product is in public beta and has paying subscribers.

What we are here to change

Vision

To redefine digital nutrition by moving the focus away from calorie restriction and onto long-term metabolic health, food quality and well-being that lasts.

Mission

To act as a wellness partner rather than a scoreboard. We replace calorie counting with real insight into food quality, and give people clear, actionable food intelligence so they can make better eating decisions that fit the life they actually have.

Core values

• Quality over numbers. Health is not one number on a screen. We look past calories to nutrient density, food quality and whether a meal genuinely nourishes you.
• Partnership, not control. We are a guide, not a rulebook. We give you options, clarity and reasons, and you stay in charge of your own health.
• Clarity without complexity. Eating well should not require a biochemistry degree. We turn complicated nutritional data into choices that fit an ordinary day.
• Zero guilt, total respect. Food is culture, comfort and life, not something to be feared. We build for a positive relationship with eating, not a restrictive one.
• Grounded truth. We rely on verified science and deterministic nutrition data, and we are honest about what is measured and what is estimated.

Founders

NutriOptio is built and run by its two founding members.

Alok Pratap Misra

Two decades across healthcare, manufacturing, retail and technology, leading enterprise product and transformation programs at scale. Works hands-on with production AI, agentic systems, retrieval pipelines, vision models, and the guardrails and evaluations that make them safe to ship.

linkedin.com/in/alokpratapmisra

Manoj Shanmukhan

Brings a unique combination of technology consulting expertise across industries and geographies, business and process transformation experience, global leadership, and proven ability to turn complex challenges into scalable, high-impact solutions.

linkedin.com/in/manojshanmukhan

Newsroom and press kit

Official news, media resources and corporate information for NutriOptio LLC.

Company boilerplate

NutriOptio LLC is a digital health technology company building the food intelligence layer for modern consumer wellness. Based in the Cincinnati metropolitan area, NutriOptio replaces restrictive calorie counting with food quality insight, including Glycemic Load, Nutri-Score and food processing level. Computer vision and verified nutritional databases turn a meal into clear, actionable choices across mobile and web, without the friction of conventional diet logging.

Fact sheet

• Founded. 2026
• Legal entity. NutriOptio LLC, registered in Ohio, United States, entity 5630283
• Headquarters. Ohio, USA
• Category. Digital health, consumer software, food intelligence
• Products. NutriOptio for iOS and Android, and a progressive web app
• Differentiator. Metabolic quality indicators in place of calorie tracking, with the health mathematics computed in code rather than guessed
• Website. nutrioptio.com

Announcements

NutriOptio launches its food intelligence platform to replace calorie counting. NutriOptio LLC released its food intelligence platform across native iOS, native Android and the web. Built as a daily wellness partner rather than a diary, it removes manual calorie counting and lets people assess meal quality, glycemic impact and processing level through photo recognition and verified data feeds.

NutriOptio pairs AI perception with deterministic nutrition mathematics. NutriOptio separates the two halves of the problem. Vision and language models identify what is on the plate and estimate portion. Everything downstream of that, Glycemic Load, Nutri-Score, NOVA processing level and the scoring itself, is computed in code from published standards, with guardrails that reject implausible model output. Barcode scans resolve to real Open Food Facts values. Where a food has to be estimated, it is presented as an estimate and not as a measurement.

Media assets

• Press kit. Download everything, logos and screenshots (9.6 MB zip)
• Logo, light backgrounds. Full lockup · Mark only
• Logo, dark backgrounds. Full lockup · Mark only
• App icon. 1024 by 1024 PNG
• Style. Brand green is #1F7A4D. The name is written as one word with a capital N and a capital O. Never NUTRIOPTIO, never Nutri Optio.
• Interface screenshots. 1080 by 2160, from the shipping app. Daily score · Week trends · Ask Optio · Food search · Log fuel · Camera log · Optio Kitchen · Plate recognition
• Store banner. 1024 by 500 feature graphic

Commentary we can offer

• The fallacy of calorie restriction. Why fixed calorie limits fail people over the long run, and why metabolic impact is the better measure.
• AI perception against deterministic health mathematics. Why generative models belong in perception and nowhere near the arithmetic of a health metric.
• Ultra-processed food and public health. How NOVA processing categories help people read a modern supermarket.
• Privacy in consumer health apps. Building health software that does not monetise the user through third-party ad networks.