New: NutFinForce brings AI nutrition coaching to Finnish conscripts, delivered through Metabite  · AI coaching for Finnish conscripts Read more →

Good nutrition
changes health.
Now it can scale.

Metabite's AI handles the volume work of nutrition coaching, so your programs can reach far more people without adding headcount.

Request a Demo See the Evidence
Metabite food journal with meal photos and AI scores
Weekly palette screen tracking food colors
Metabite app home screen showing weekly goals
Snap a photoAI estimates what's on the plate
Daily AI coachingPersonal next steps after every meal
Eat the rainbowWeekly color and servings goals
Work with a registered dietitianRegistered dietitianExpert guidance alongside the AI
Connect with friendsShare meals and cheer each other on
Helsinki University HospitalCentral Garden & PetPLANTSTRONGDigiFinlandFinnish Ministry of Social Affairs and HealthUniversity of HelsinkiHarvard Medical SchoolBrigham and Women's HospitalSitra Helsinki University HospitalCentral Garden & PetPLANTSTRONGDigiFinlandFinnish Ministry of Social Affairs and HealthUniversity of HelsinkiHarvard Medical SchoolBrigham and Women's HospitalSitra
Who We Serve

One platform, configured for every setting.

The same AI engine powers programs across employers, insurers, health systems, and individuals. Each program is set up for its own population and goals.

Employers & Insurance Reverse chronic disease and control healthcare and claims costs with outcomes-based nutrition programs. Learn more →
Health Systems Serve more patients with the staff you have, at hospital and national scale. Learn more →
Individuals Personalized AI nutrition coaching that builds habits that last. Learn more →
More sectors The same AI, set up for specialist teams. Learn more →
Independent Validation

Select Cases

  1. 72% of overweight participants lost weight in 12 weeks Central Garden & PetDoes it move outcomes? Central Garden & PetPLANTSTRONG
  2. −64% dietitian time per patient Helsinki University HospitalProven productivity gains at scale. Ministry of Social Affairs and HealthDigiFinlandHUS
Read the case studies →

See Metabite
in your setting.

A 30-minute walkthrough of the participant experience, the professional dashboard, and the outcomes data for a population like yours.

Our Solutions

One platform.
Multiple use cases.

Members, registered dietitians and program administrators all get the tools they need, configured for their specific use case. Be it health, sports, research or anything else nutrition-related.

The Metabite platform

How the pieces connect.

Three products, one loop. Members log, coaches respond, and program owners see the results, so each person does only the work that needs them.

Coach and admin views show sample data.

Mobile app · iOS and Android

Metabite AI

Health, one bite at a time. Members snap a photo of a meal instead of counting numbers, and the app turns it into a picture of how they're eating, including the colors on their plate.

  • Personal goals that matter to the member, from protein to food diversity for gut health
  • A supportive community to share tips and cheer each other on
  • From fully automated to expert-led programs for any user goal
Food journal: every meal logged from a photo, with AI scoresWeekly palette: goals for food colour and diversityCommunity feed: members sharing meals and cheering each other onProgram home: week 6 of a 14-week whole grains program
Web platform · for coaches

Metabite AI Pro

The workspace for dietitians and coaches. The AI assesses every logged meal first, so coaches spend their time on the members who need a human, not on reviewing every photo.

  • A prioritized queue that surfaces who needs attention today
  • AI-drafted meal feedback the coach can edit and send
  • One-to-one, small-group, and cohort programs in one place
  • Member progress against goals, ready for the next session
−64%
Dietitian time per patient at Helsinki University Hospital

Illustrative view with sample data.

Inside Metabite AI Pro · Meal journal

Every meal, assessed before the coach looks.

Clients snap a photo. Metabite's AI identifies the ingredients, estimates nutrition and scores caloric density, then shows how confident it is. Coaches see a whole week on one screen and open any meal with one click.

Ingredients from one photoNo manual logging for clients
Estimates, shown as estimatesEvery value carries an AI confidence level
Caloric density on every mealSpot patterns across the week

Illustrative view with sample data.

Web platform · for enterprise clients

Metabite AI Admin

The control center for the organizations that run Metabite programs: employers, health plans, and health systems. Program owners set up their population, track participation, and report results to their own stakeholders.

  • Enrollment, eligibility, and cohort management
  • Engagement and outcomes dashboards by program and cohort
  • Aggregate, de-identified reporting for leadership and benefits teams
  • Role-based access for administrators, coaches, and partners

Illustrative view with sample data.

See all three
working together.

A 30-minute walkthrough of the member app, the coach workspace, and the admin dashboard, configured for a population like yours.

For Employers & Insurers

Reverse chronic disease.
Control healthcare and claims costs.

Daily food choices drive chronic-disease claims, and GLP-1 spend keeps rising. Metabite delivers a clinically proven Food as Medicine program to workforces and plan members, with fees tied to measured outcomes and the data to prove ROI on every cohort.

Request a Demo
"I'm not paying for clicks and manufactured engagement. I'm paying for measured outcomes. We're not trying to convert all 7,000 employees. We're looking to reach those who need it most."
Robert Boyce
Director of Benefits & Compensation, Central Garden & Pet
72%
of overweight participants lost weight
Central Garden & Pet
58%
achieved a blood pressure improvement or medication reduction
Central Garden & Pet
47%
achieved a 10% LDL reduction or medication reduction
Central Garden & Pet
73%
reached the engagement milestone (≥8 of 12 weeks)
Central Garden & Pet
The Program

Metabite Corporate Health Program

An AI-based Food as Medicine program delivered virtually to your workforce or member population. While the automated program scales across the entire population, our structured 12-week group coaching is delivered by registered dietitians to those who are most at risk.

The PLANTSTRONG by Metabite 12-week program is followed by 9 months of alumni support. Participants receive PLANTSTRONG whole foods as engagement rewards, which are FSA/HSA approved.

Metabite community feed with group activity
Fees at risk
A substantial portion of our fees are performance-based. We are paid only when participants reach measurable health milestones.
12 wk
Intensive program followed by 9 months of alumni support.
Optional GLP-1 Strategy Support

Medication gets people started.
Nutrition makes it last.

GLP-1 spending keeps growing. Without dietary support, people often regain weight after they stop the medication. Metabite provides daily AI coaching between clinical visits, building the habits that sustain GLP-1 outcomes long-term. Metabite can also be an alternative to offering GLP-1s as a benefit. Metabite does not prescribe GLP-1s.

AI insights and suggestions card in the Metabite app
What's Included

Everything your program needs.

  • Weekly group coaching sessions with a licensed registered dietitian
  • AI-powered photo food journal and personalized nutrition coaching
  • PLANTSTRONG whole-food meals as engagement rewards
  • Biometric tracking: weight, blood pressure, A1c, cholesterol
  • Organization-specific microsite and enrollment campaign
  • Outcome reports at 12 weeks, 6 months, and 12 months
  • Optional claims analysis via Health Analytics Connect
  • SOC Type II, GDPR and HIPAA-compliant infrastructure
  • White-label customization also available as an option
Outcomes & Contracting

Pay for outcomes. Not activity.

Metabite's performance-based pricing model aligns our incentives directly with yours. Success fees are paid per participant only when specific health milestones are achieved and verified.

  • Weight loss milestones: 2–5%, ≥5%, maintained at 6 and 12 months
  • Blood pressure: ≥5-point systolic reduction or medication reduction
  • Cholesterol: 10% LDL drop or medication reduction
  • Blood glucose: A1c 1-point drop or fasting glucose improvement
  • Claims data linkage: GLP-1 trends, ED visits, heart and circulation events

Fees at risk.

Success criteria agreed before we start. If we miss the guarantees, you don't pay the at-risk portion. We work directly with employers and health plan partners to structure the program and contracting.

For Health Systems

Serve more patients.
With the staff you have.

Metabite's AI handles the first-pass analysis of every patient's food journal so your dietitians and clinicians can focus their time on the patients who need them most.

Request a Demo
How It Works

AI handles the volume. Clinicians handle the exceptions.

Every patient logs meals by photo or text. The AI analyzes nutritional quality, behavioral patterns, and clinical flags. It then prepares a brief for each clinician before every session. No food diary review. No raw data to parse.

Weekly analysis screen with servings goals and caloric density scoreMetabite food journal with meal photos and AI scoresAI insights and suggestions card in the Metabite appMetabite health score with protein and fiber totalsMetabite app home screen showing weekly goals
Sitra
Selected to scale HUS obesity care into a year-long national pathway. 1 of 3 projects funded from 15 applications. Read the story →
Ministry
Selected by the Finnish Ministry of Social Affairs and Health, with Sensotrend, for the national digital care trial: 1 of 10 solutions from 24 applications. Read the story →
Metabite AI Pro · for your care team

Three minutes with a patient's week.

This is how a dietitian's review looks in Metabite AI Pro. The AI reads every meal overnight. The clinician starts with a short list, reads a one-paragraph brief and decides what to say.

  1. 0:00

    Triage

    Patients who need a person come first. The rest are marked on track.

  2. 0:40

    Brief

    A week of meals in one paragraph, with the trend that matters.

  3. 3:12

    Decide

    The AI drafts. The clinician edits, approves and sends.

3.2min

Average review time per patient, per day, at Helsinki University Hospital. It was 9 minutes before Metabite.

Illustrative views with sample data.

Metabite AI Admin · for program leadership

The whole program, on one page.

Program owners see enrollment, engagement and clinical outcomes by cohort, and the eating patterns behind them.

−4.2%Median weight change
26%Reached a 5% weight-loss milestone
−12LDL cholesterol, mg/dL
−7Systolic blood pressure, mmHg
Cohorts
Enrollment, eligibility and cohort management for every pathway you run.
Reporting
Aggregate, de-identified results for leadership, funders and research teams.
Access
Role-based access for administrators, clinicians and partners.
Reports

Ready before the steering group meets.

Metabite AI Admin turns program data into a report your leadership, funders and research partners can read in five minutes. The AI drafts the summary. Your program owner reviews it before it goes out.

  • ScheduledMonthly or quarterly, timed to your governance meetings
  • ReviewedAI-drafted summary, approved by your team
  • De-identifiedAggregate results only, by default
  • ExportablePDF for the board, CSV for your analysts

Figures shown are sample data from an illustrative program.

GLP-1 Programs

The companion program for patients on weight-loss medication.

Metabite's GLP-1 companion provides daily AI coaching between clinical visits. It covers habit tracking, food guidance and support that helps people keep their results and build lasting habits.

  • AI coaching between visits, with no extra clinical staff needed
  • Biometric tracking: weight, blood pressure, A1c, cholesterol throughout
  • White-label customization option available
Security & Compliance

Built for the standards institutions demand.

  • GDPR and HIPAA-compliant
  • Aligned with the EU AI Act: a person stays in the loop, and the AI makes no clinical decisions on its own
  • SMART on FHIR integration, so Metabite launches from inside the electronic health record

Let's talk about
your program.

We work directly with hospital and health system teams on deployment and integration.

For Individuals

Your nutrition coach.
Always on.

Metabite puts AI-powered nutrition coaching to your phone. It adapts to your goals, the food you like and the way you live, and helps you build better habits one meal at a time.

Get StartedLearn More
  1. 2×/dayAverage daily check-ins. Each one takes about a minute.
  2. 5 min/sessionShort sessions that fit into your day.
  3. HabitsEating habits that last, instead of short-term diets.
How It Works

Log a meal. Get an insight. Build a habit.

Take a photo of your meal. Metabite's AI instantly identifies the ingredients, calculates nutritional quality, and gives you personal feedback on how your choices fit your goals. You never have to count calories.

Between sessions, the AI coach checks in, answers questions, and helps you navigate the moments that usually derail progress: weekends, travel, stress, social meals.

Metabite food journal with meal photos and scores
App Features

Everything you need to eat better.

  • AI food journal: log by photo, voice or text
  • Personalized nutrition insights and daily summaries
  • Goal setting and progress tracking (fiber, vegetables, protein, caloric density)
  • Dietitian-curated recipe library with caloric density scores
  • Peer community and group support features
  • Optional connection to a registered dietitian or coaching program
  • And more…
Join a Program

PLANTSTRONG by Metabite 12-week program

If your employer or health plan offers the PLANTSTRONG by Metabite 12-week program, you can join this structured Food as Medicine program. It includes weekly group coaching by a registered dietitian, whole-food meal rewards, and biometric tracking.

  • Sean lost 30 lbs over the 12-week program
  • Kevin came off his statin and blood pressure medication, and says he feels 10 years younger
  • Lisa's cholesterol and A1c both went down
Inside the App

Built to make eating well feel good.

Weekly palette screen tracking food colors

Eat the rainbow, literally.

Your weekly palette tracks the colors on your plate and suggests what to try next.

Metabite health score with protein and fiber totals

One score that means something.

The Metabite health score combines quality, fiber and protein into one number. No calorie counting needed.

Community activity feed

Progress is better shared.

Groups, discussions, and completed missions keep you motivated between coaching sessions.

Get started.

Join a program through your employer or health plan.

More Sectors

One engine.
Configured for your population.

The same AI meal analysis and coaching platform that runs in hospitals and workplaces also serves elite sport, independent clinicians, research teams, and military programs.

Sports

Performance nutrition at elite scale.

From professional teams to national sports programs, Metabite gives sports dietitians the AI tools to deliver precise, individualized nutrition coaching across an entire team or squad.

Athletes log meals in seconds; the dietitian sees the whole squad's intake, energy availability, and timing in one view, and spends their time on the athletes who need changes.

  • AI meal analysis calibrated for performance: macros, timing, energy availability
  • Coach dashboard for teams: follow the whole squad in real time
−64%
Reduction in dietitian time per person, measured in daily use at HUS. The same AI runs the sports dashboard.
1 view
The whole squad's intake, energy availability and meal timing, on one dashboard.
Clinicians

Scale your practice with AI.

Metabite Pro gives dietitians and wellness professionals the AI tools to coach more clients without adding hours. Summaries, at-risk flags and suggested next steps are ready before every session.

The Pro coaching view gives you a real-time picture of every client's dietary habits, engagement and clinical flags. It is built automatically from their food journal, with no manual review.

  • AI-generated client summaries with strengths and gaps flagged automatically
  • Suggested next coaching message for each client, ready to send
  • At-risk alerts: spot clients who are losing interest before they drop off
  • Cohort-level view across all your clients in a single dashboard
  • Meal-by-meal analysis: detected ingredients, caloric density, macro breakdown
0 min
Spent reading food diaries before a session. Each client's AI summary, flags and suggested next step are ready when you are.
Scale
Serve significantly more clients without more staff. Proven at HUS with 1,000+ patients a year.
Research

Nutrition data infrastructure for serious science.

Metabite provides validated AI meal analysis, longitudinal behavioral data, and GDPR and HIPAA-compliant infrastructure for any research population. It is built on 15 years of dietitian-annotated nutrition data and deployed in production at Helsinki University Hospital.

Our AI team previously trained 400+ neural networks for cancer detection used at Mayo Clinic. They train our models in-house on our own data.

Metabite allows research teams to replace food frequency questionnaires and other similar solutions with meal-by-meal logging and data capture on a scale previously not possible.

15 yrs
Of professionally annotated nutrition data linked to long-term clinical outcomes. Every Metabite model is built on it.
HUS
Three-plus years in production at Helsinki University Hospital, with 1,000+ patients a year. Research-grade data from real clinical care.
Military

Nutrition readiness at unit scale.

Metabite delivers AI-powered nutrition and lifestyle coaching to military populations. It supports physical readiness, mental performance and long-term health for whole units at once.

Service members eat in dining facilities, in the field, and on the move, and no team of people can review every meal. Metabite's AI analyzes meals from a photo, coaches each person daily, and gives unit health staff a single view of readiness-relevant nutrition across the whole formation.

  • AI-based meal image recognition, personalized nutrition coaching, behavioral change tools
  • Scalable, pseudonymous, and secure data collection built for military environments
  • Dashboard for unit health staff: intake, energy levels and risk flags for the whole unit
  • Platform for NutFinForce, the AI nutrition coaching pilot for Finnish conscripts funded by the Ministry of Social Affairs and Health. Read the story →
  • Co-organized the 2025 Summit for Enhancing Warfighter Readiness through Lifestyle & Performance Medicine. Read the story →
LPM
Part of the Lifestyle & Performance Medicine community. Co-organizer of the 4-day 2025 Warfighter Readiness Summit.
Coming soon
2027
Warfighter Readiness Summit 2027 coming soon! See the 2025 summit →

Bring Metabite to
your program.

See how the platform can be configured for your athletes, clients, study population, or unit.

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Story · Health systems

Selected for Finland's digital care trial.

Together with Sensotrend, Metabite is part of the national trial testing how digital care solutions fit into everyday healthcare. The Metabite solution launches straight from clinical systems with SMART on FHIR.

  1. In the patient record Clinician opens Metabite Metabite starts from inside the clinical system the professional already uses.
  2. SMART on FHIR launch Context comes along The patient context and secure sign-in come with it, so no separate login or searching.
  3. In the workflow Nutrition insight, in place The professional sees the patient's Metabite data without leaving their work.
10 of 24Solutions selected from 24 applications
SMART on FHIROpen standard for launching apps from clinical systems
End of 2026Recommendations for a permanent national model

A national trial for digital care

Finland's Ministry of Social Affairs and Health has moved its digital care trial (digihoitokokeilu) into the pilot phase. Ten digital care solutions were selected from 24 applications, assessed on how well they suit the treatment of disease or the prevention of its worsening, and on the evidence of their effectiveness.

The trial brings public and private organisations together to test how digital care solutions work in real healthcare operations. Its goal is a national model with shared rules for evaluating, procuring, distributing and using digital care solutions safely and equitably. DigiFinland coordinates the trial with the Ministry, in partnership with Kela, Sitra and FinCCHTA.

Delivered together with Sensotrend

Metabite entered the trial in collaboration with Sensotrend, one of the selected providers. Together, the two companies offer Metabite's AI-powered nutrition coaching as a solution that care teams can bring into their existing systems.

Built to fit clinical systems

Metabite's solution supports SMART on FHIR launch, the open standard for starting apps directly from electronic health records. Professionals don't need another system to log into. They open Metabite from the tools they already use, with the right patient already in context.

"This trial is a step toward permanent procedures for evaluating, procuring and using digital care, supporting the safe and equitable development of digital health in Finland."Jenny Vuollet, Business Director, DigiFinland (translated from Finnish)

Bring Metabite into
your care pathway.

See how Metabite launches from your clinical systems and supports your team's nutrition care.

← All case studies and research
Story · Public sector

From pilot to national model.

Sitra, the Finnish Innovation Fund, is funding HUS to scale AI-assisted obesity care into a year-long treatment pathway for everyone in Finland.

  1. 1 of 3Projects funded from 15 applications in Sitra's 2026 call
  2. June 2026Project start at HUS
The path to national scale

From one hospital to all of Finland.

  1. 01 Proven in pilot More patients, less strain Professionals treated significantly more patients, workload eased, and patients responded well.
  2. 02 Next A year-long pathway AI support extends across the full twelve months of treatment.
  3. 03 Goal Care for all of Finland Built into the national service system, open to everyone in Finland.

Growing demand, tighter resources

Finland's wellbeing services counties face rising demand for care while resources tighten. Used wisely, AI can free professionals' time for the human contact and care that only they can give, and deliver cost-efficient, personalised services such as nutrition guidance.

AI has already been piloted in more than 300 projects across Finland's wellbeing services counties. The next step is moving from experiments to broad, everyday use. To speed that up, Sitra opened a funding call in January–February 2026. It received 15 applications and funded three projects with a total of €1,156,041. One of them is the HUS project for AI-assisted obesity treatment.

"Wellbeing services counties face growing demand and tightening resources at the same time. Used strategically, AI helps direct professionals' time to where people need it most. The funded projects already show strong adoption in the field and real benefits. The next step is to scale proven solutions broadly."Sasa Kivisaari, Leading Specialist, Sitra (translated from Finnish)

What the pilot showed

HUS piloted AI support in its Health Weight Loss Coaching program. The results were clear enough to scale:

HUS's weight management program has used Metabite's technology for more than three years. Read the HUS case study →

What happens next

With Sitra's funding, HUS will extend the AI tools across the full year-long treatment pathway and build the model into the national service system so that it is available to everyone in Finland. The focus now shifts from technical development to operational change: training, communications and a thorough assessment of impact.

Metabite's role

The project is led by HUS, in a consortium with Metabite and the University of Helsinki. Metabite provides the AI coaching platform that lets each professional support more patients.

Part of a bigger shift

The call is part of Sitra's Digisote project, which aims to speed up the renewal of social and health services through digitalisation, health data and AI. It also supports Sitra's wider goal of raising public-sector productivity with data and AI.

Scaling care in
your region?

If you're part of a health system, wellbeing services county or public agency looking to reach more patients with the staff you have, we'd love to connect.

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Story · Military

Fit for service. Fit for life.

NutFinForce brings AI-powered nutrition coaching to Finnish conscripts, delivered through Metabite, starting with a large-scale pilot in October 2026.

  1. Oct 2026Pilot starts with incoming conscripts at the Armoured Brigade in Hattula
  2. 3 phasesBefore, during and after military service
  3. 8M+Detailed meal classifications behind the Metabite platform, built over ten years

A challenge for health and for security

The functional capacity of young adults in Finland is declining. That affects public health, and it affects Finland's comprehensive security.

NutFinForce responds with a digital, AI-powered solution that helps conscripts adopt healthy lifestyle habits. It strengthens the role of nutrition as an element of military capability, alongside physical exercise. The project was announced on 12 August 2026 by the Ministry of Social Affairs and Health, the University of Helsinki and the Centre for Military Medicine of the Finnish Defence Forces.

"The functional capacity of those liable for military service is a key element of Finland's defence capability. NutFinForce provides a new tool designed to develop performance systematically and over the long term."Colonel (Med.) Ilkka Laaksi, Director, Centre for Military Medicine

Delivered through Metabite

NutFinForce is delivered through the Metabite platform and its AI-based health technology. Conscripts receive coaching through a mobile app. The content is based on scientific evidence and supports personalised, lasting changes to how they eat and live.

The platform builds on a database of more than 8 million detailed meal classifications, gathered over ten years of work with nutrition therapists and clients ranging from elite athletes to people living with chronic conditions.

The pilot: Hattula, October 2026

A large-scale pilot study will be carried out at the Armoured Brigade in Hattula in October 2026, with incoming conscripts taking part on a voluntary basis. Coaching starts before military service, continues throughout the service period, and carries on after discharge.

The study is separate from the Defence Forces' catering services. All research activities take place during participants' own time.

"The aim is not only to improve performance in the short term but to achieve lasting lifestyle changes with a wide impact on public health and the resilience of society."Professor Kristiina Patja, University of Helsinki

From one brigade to a whole age group

The model is scalable and personalised, with potential benefits that reach from the individual to the population as a whole. NutFinForce is dual-use technology that works in both military and civilian settings. The long-term goal is to introduce it on a broad scale and improve the performance of an entire age group as part of Finland's comprehensive defence.

Built for international cooperation

The project is building international cooperation through NATO Defence Performance networks and with research partners in Europe and the United States. A digital, personalised and cost-effective model answers a growing need to improve population performance in both defence systems and civil society.

How it started

NutFinForce was already in preparation in April 2025, when the Centre for Military Medicine, the University of Helsinki, the City of Riihimäki and Metabite brought Lifestyle & Performance Medicine experts from Finland, the US, the UK and Lithuania together in Riihimäki. Read the summit story →

Partners

See how Metabite supports defence Metabite for military readiness →

Building readiness
at scale?

If you're part of a defence organization, health system or research group looking to improve outcomes through nutrition, we'd love to connect.

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Story · Military

Readiness starts on the plate

How allies came together in Finland to put Lifestyle & Performance Medicine at the centre of military readiness.

Panel discussion at the Warfighter Readiness summit, with an audience seated in a circle around the speakers
Panelists from the US Air Force, the Finnish Defence Forces' Centre for Military Medicine, the University of Helsinki and Metabite in discussion with summit participants.
4 daysof talks, panels and working sessions on Lifestyle & Performance Medicine
5 hostsfrom defence, government, academia and industry
4 nationssharing best practices: the US, UK, Lithuania and Finland

The threat no one trains for

Rising rates of chronic disease pose a threat to national security. There is a pressing need for scalable solutions that enhance warfighter readiness and improve overall health and well-being in the long term.

Lifestyle & Performance Medicine (LPM) was designed to address exactly this problem in a military setting. To move it forward, Metabite helped organize a four-day summit dedicated to enhancing warfighter readiness through LPM.

Five hosts, one table

The summit was hosted by:

Learning from NATO allies

The summit covered multiple examples of NATO allies in the US, the UK and Lithuania putting LPM into practice, along with plans to do the same in Finland. LPM professionals from allied nations travelled to Finland to share what has worked for them, and what it takes to make it stick.

"Let's stop admiring the problem and get to work!"Regan A. Stiegmann, DO, MPH, FACLM, DipABLM, keynote speaker

Where digital tools fit

Digital tools let LPM professionals reach a far wider audience while still tailoring their services to the needs and goals of each individual, in a cost-effective and evidence-based way. That is the gap Metabite is built to close: AI handles the day-to-day nutrition work at scale, so the professionals can focus on the people who need them most.

What comes next

Concrete next steps were agreed at the summit, and we look forward to sharing them in the coming months. Thank you to everyone who helped make it happen, and a special thank you to the LPM professionals from our NATO allies who joined us in Finland to share their insights and expertise.

Building readiness
at scale?

If you're part of a defence organization, health system or research group looking to improve outcomes through nutrition, we'd love to connect.

← All case studies and research
Case Study · Employers

Food as Medicine

How Central Garden & Pet Changed the Trajectory of Employee Health One Bite at a Time

Central Garden & PetPLANTSTRONG
72%of overweight or obese participants lost weight
58%improved blood pressure or reduced medication
47%achieved a 10% LDL reduction or reduced medication
73%stayed engaged (≥8 of 12 weeks)
76Net Promoter Score (industry average 50–70)

Executive Summary

Traditional corporate wellness has failed to move the needle on America's chronic disease crisis. But one self-insured employer decided to try something radically different. Central Garden & Pet (CGP), facing soaring healthcare costs and low employee engagement, piloted an intensive therapeutic lifestyle change program (ITLCP): the PLANTSTRONG by Metabite 12-week program. The result? Employees reversed diabetes and hypertension, lost weight, reduced medication use, and asked for more. This success story explores the CGP journey and how their leadership may be a roadmap for other employers.

A Legacy of Health: Why Central Acted

When Central Garden & Pet Chairman Bill Brown asked what kind of legacy he wanted to leave his workforce, he chose to prioritize their health. The usual wellness offer of apps, gym reimbursements and low-impact incentives wasn't working. With healthcare spend as the second-largest corporate expense after salaries, CGP took action. The company launched the PLANTSTRONG by Metabite 12-week program to bring a Food as Medicine solution directly to its employees.

Watch the video
Opens on YouTube

The Intervention: A Real Program for Real People

The PLANTSTRONG by Metabite 12-week program runs nationwide and delivers:

This was not an ordinary corporate wellness program. It was a high-touch, high-engagement, therapeutic intervention grounded in clinical evidence, and it reached employees from the South to the West Coast with culturally sensitive, accessible materials.

"I lost 20 pounds, got off my statin, and reduced my insulin."Charles, program participant

Outcomes That Matter

Employees benefitted from:

"I was doing Weight Watchers at the same time and honestly, I liked this program better."Lisa M., program participant

Want to learn more?

If you're part of a health system, employer, or research group looking to improve outcomes through nutrition, we'd love to connect.

← All case studies and research
Case Study · Health Systems

Metabite expands collaboration with Helsinki University Hospital

Ministry of Social Affairs and HealthDigiFinlandHUS
  1. 2.2Mlives covered by HUS in total
  2. 3+ yrsof Metabite in HUS's national weight loss program, with thousands of patients
  3. +50%more patients per coach: the aim of the new AI features

One of the largest health care providers in the Nordics, HUS covers 2.2 million lives in total. Their evidence-based national weight loss program has used Metabite.com's technology for over 3 years with thousands of patients. A new partnership brings digital nutrition coaching to thousands through Metabite's data-driven platform, focused on sustainable, plant-based behavior change.

The expansion will focus on incorporating new AI-based features as part of a program funded by Sosiaali- ja terveysministeriö (the Ministry of Social Affairs and Health, Finland) and managed by DigiFinland Oy, and is aimed at helping health care providers implement AI-based tools.

The collaboration includes a research collaboration with the University of Helsinki to assess the efficacy of the new features, which are aimed at helping coaches for the Painonhallintatalo weight loss program work with 50% more patients.

We look forward to continuing our work with Prof. Kirsi Pietiläinen MD PhD, Laura Suojanen, Susanne Räsänen and the rest of the Painonhallintatalo team as well as Prof. Kristiina Patja MD PhD and Prof. Paulus Torkki PhD at the University of Helsinki!

Want to learn more?

If you're part of a health system, employer, or research group looking to improve outcomes through nutrition, we'd love to connect.

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Research · Brigham and Women's Hospital

When you eat, not just what.

Researchers at Brigham and Women's Hospital and Harvard Medical School used meal photos from MealLogger, Metabite's earlier app, to link the timing of meals to body fat.

  1. 110Participants aged 18 to 22, followed for 30 days
  2. 1.1 hLater in the biological day: when participants with higher body fat ate most of their calories
  1. 7 days of everyday life Every meal photographed Participants took a time-stamped photo of everything they ate or drank, with a short description.
  2. Expert review Coded by two nutritionists Hospital dietary staff identified each food and portion in duplicate before scoring nutrients.
  3. Overnight in the lab Matched to the body clock Melatonin samples showed when each person's biological night began, so meal times could be read against it.

The question

Eating late has been linked to weight gain, but clock time can mislead. Two people can eat dinner at 8 pm while their body clocks sit hours apart. The study asked whether meal timing relative to each person's own body clock is linked to body fat.

How meal photos made it possible

To answer that, researchers needed exact meal times from everyday life, not from memory. For 7 consecutive days, participants used MealLogger to photograph every meal, snack and drink except water, with an object of known size in the frame for portion estimates. Each photo was time-stamped and reached study staff through the web straight away, so dietary staff could follow up within 24 hours if anything was unclear.

Logging held up: 93% of participants recorded meals on all 7 days and every participant logged at least 6 days.

What they found

"These results provide evidence that the consumption of food during the circadian evening and/or night, independent of more traditional risk factors such as amount or content of food intake and activity level, plays an important role in body composition."McHill et al., The American Journal of Clinical Nutrition, 2017

Reading the results carefully

This was a cross-sectional study of college-aged adults, so it shows an association, not cause and effect. The authors point to controlled trials as the next step. Their findings are one reason meal timing is worth tracking alongside what people eat.

Why it matters for Metabite

The study shows what a photo-based food journal can do in clinical research: high adherence in everyday life, a precise time on every meal, and a record that professionals can review and code. Every meal logged in Metabite today still carries its time, so care teams can see when people eat as well as what. The study was run by the hospital research team, using MealLogger as its meal-recording tool.

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About Metabite

Better nutrition,
one meal at a time.

Metabite started as a tool for dietitians, enabling them to support their clients outside of their office or the hospital. Given how important it was to get a baseline of what a client was eating, we focused on food journaling. We built AI to do that first pass, so the people who need a dietitian get one, and everyone else gets daily coaching that would otherwise never reach them. Today the same platform runs in hospitals, workplaces, research studies, and national health programs.

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The Team

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A team spanning AI, clinical nutrition, medicine, product design, and health systems. We share one goal: better nutrition for everyone who needs it.

Michael Quarshie
Michael Quarshie
Founder & CEO
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Dr. Laurie Marbas
Chief Medical Officer
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Chief Growth Officer
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Chief AI Architect
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CIO, Co-Founder
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CTO
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Sanna Ritola
Director of Nutrition Services, EU region
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Case Studies and Research

Proof from every setting we serve.

Results from hospitals, employers and public programs, plus the peer-reviewed science behind how Metabite coaches.

Metabite app home screen in front of the Meilahti hospital building at HUS
Health systems

Helsinki University Hospital

AI does the first pass on every logged meal, so dietitians spend their time on the patients who need them.

2.2Mlives covered by HUS
3+ yrsin HUS's national weight loss program
+50%more patients per coach: the aim of the new AI features
Read the case study →
Central Garden & Pet logo over hands planting a seedling
Employers

Central Garden & Pet

The PLANTSTRONG by Metabite 12-week program pairs AI coaching with dietitian-led group sessions, paid on outcomes.

72%of overweight participants lost weight
58%improved blood pressure or reduced medication
76Net Promoter Score
Read the case study →
Public sector

Sitra

Funded to help scale the HUS obesity care model into a year-long pathway for everyone in Finland.

1 of 3projects funded from 15 applications
June 2026project start, led by HUS
Read the story →
Public sector

Finnish Ministry of Social Affairs and Health & DigiFinland

Selected with Sensotrend for the national digital care trial. Metabite launches straight from clinical systems.

1 of 10solutions selected from 24 applications
SMART on FHIRlaunch from the patient record
Read the story →

2026

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    Dietary and Supplemental Taurine for Health and Exercise Performance Outcomes in Plant-Based and Omnivorous Diets: A Narrative Review

    People on plant-based diets have lower blood taurine, but no clinical deficiency has been documented. The doses that showed benefits in trials are far higher than any diet provides, and the review finds no case for routine supplementation.

    Read the paper →
  2. Chronic diseaseInternational Journal of Disease Reversal and Prevention · 2026
    Testosterone Replacement Therapy in Aging Men: A Critical Appraisal of Evidence, Risks, and Benefits

    Low testosterone in aging men often reflects weight and other health conditions. Weight loss and exercise can restore it, so the authors recommend lifestyle change first and therapy for confirmed cases.

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  3. Chronic diseaseJournal of Food, Nutrition and Diet Science · August 2026
    Dairy, Chronic Disease Risk, and the Comparator Problem: What Substitution Analyses Reveal

    Whether dairy looks healthy depends on what it replaces. Dairy compares well with red and processed meat, while nuts, legumes and whole grains compare better than dairy. Fermented dairy such as yogurt does better than non-fermented.

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  4. Chronic diseaseAcademia Nutrition and Dietetics · July 2026
    Poultry Consumption and Chronic Disease Risk: Evidence from Substitution Analyses

    Poultry sits between red meat and plant proteins. Swapping red or processed meat for poultry lowers cardiometabolic risk, and swapping poultry for nuts, whole grains or legumes lowers it further. The authors rate the certainty of this observational evidence as low.

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  5. Plant-based nutritionAcademia Nutrition and Dietetics · February 2026
    Cost and Affordability of Plant-Based Diets: Global Evidence from 2000 to 2025

    Whole-food plant-based diets usually cost less than omnivorous diets. Processed meat alternatives are the exception, and the belief that eating this way is expensive remains a barrier.

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  6. Chronic diseaseAcademia Nutrition and Dietetics · January 2026
    Evidence from Randomized Trials on Lipid-Lowering by Culinary Herbs and Spices

    Black cumin, garlic, fenugreek, amla and cinnamon showed the most consistent cholesterol-lowering effects across trials. Cinnamon, a key flavour in pumpkin spice, lowered total cholesterol by up to about 16 mg/dl. Most trials used several grams a day, far more than a sprinkle on a latte.

    Read the paper →

2025

  1. Plant-based nutritionInternational Journal of Disease Reversal and Prevention · 2025
    Asymmetrical Dietary Guidance: Reassessing the “Careful Planning” Caveat in Vegetarian and Vegan Diets

    Vegetarian and vegan diets are often said to need careful planning, but omnivorous diets have gaps too, such as fibre, magnesium and potassium. The review concludes that every eating pattern needs planning.

    Read the paper →
  2. Sport and performanceInternational Journal of Disease Reversal and Prevention · 2025
    The Need for Upper Limits in Physical Activity Guidelines: A Narrative Review

    The largest drop in mortality risk appears at about 2,000 to 3,000 MET-minutes of activity a week, including 40 to 60 minutes of resistance training. Beyond that, studies show no further benefit, so the authors argue guidelines should include upper limits as well as minimums.

    Read the paper →
  3. Plant-based nutritionHandbook of Public Health Nutrition (Springer) · 2025
    Plant-Based Diets: Nutritional Considerations and Public Health Implications

    A handbook chapter on the health benefits of plant-based diets and the cultural and practical barriers that public health programs need to address.

    Read the paper →
  4. Plant-based nutritionNutrients · January 2025
    Assessing the Roles of Retinol, Vitamin K2, Carnitine, and Creatine in Plant-Based Diets: A Narrative Review of Nutritional Adequacy and Health Implications

    These four nutrients come mainly from animal foods, but the body makes or converts enough of them, and plant-based diets show no harm from their absence.

    Read the paper →

2024

  1. Sport and performanceSports · July 2024
    Protein and Leucine Requirements for Maximal Muscular Development and Athletic Performance Are Achieved with Completely Plant-Based Diets Modeled to Meet Energy Needs in Adult Male Rugby Players

    The same modeling approach applied to rugby players: when energy needs are met, plant-based diets supply enough protein and leucine for muscle development.

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  2. Sport and performanceNutrients · June 2024
    Protein Requirements for Maximal Muscle Mass and Athletic Performance Are Achieved with Completely Plant-Based Diets Scaled to Meet Energy Needs: A Modeling Study in Professional American Football Players

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2023

  1. Chronic diseaseAdvances in Nutrition · May 2023
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    Clinical guidelines for different chronic diseases agree on the core of a healthy diet: more vegetables, fruits, whole grains, legumes and nuts, and less processed meat, refined grains and added sugar.

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2022

  1. Sport and performanceInternational Journal of Disease Reversal and Prevention · 2022
    Supplemental Creatine, Not Dietary Creatine, Appears to Improve Exercise Performance in Individuals Following Omnivorous or Meat-Free Diets: A Narrative Review

    Creatine supplements improved performance across every diet studied. Without supplements, people on meat-free diets showed no performance deficit compared with omnivores.

    Read the paper →

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Testimonials

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What clients and the professionals who coach them say about Metabite.

Clients

Real people, real change.

People who changed how they eat with the PLANTSTRONG by Metabite 12-week program.

"What I took from the program in addition to the weight loss of 30 lbs over 12 weeks, which has been amazing, has been a lot of knowledge. How to read labels, how to eat better, how to prepare better meals. The benefit of that on my day-to-day activities. The boost in energy. All of that has come with this change in diet. My wife has joined as well, it's been amazing."
SSeanPLANTSTRONG by Metabite 12-week program participant
"I reshaped myself. I lost about 4 inches, which is not just a 10 lbs weight loss, it's much better. With the blood testing that was nice to watch from beginning to end. My cholesterol got lowered. I have high cholesterol anyway, it's a family trait. This made it come down without medication, which is awesome."
DDonPLANTSTRONG by Metabite 12-week program participant
"I was surprised I lost 12 lbs! This is great! I look and feel better and I'm more energetic!"
OOrePLANTSTRONG by Metabite 12-week program participant
"I lost 20 pounds, got off my statin, and reduced my insulin."
CCharlesPLANTSTRONG by Metabite 12-week program participant
"I was doing Weight Watchers at the same time and honestly, I liked this program better."
LLisa M.PLANTSTRONG by Metabite 12-week program participant
Professionals

Trusted by the people who coach.

Dietitians, coaches and program leaders who use Metabite with their athletes, clients and employees.

"I'm not paying for clicks and manufactured engagement. I'm paying for measured outcomes. We're not trying to convert all 7,000 employees. We're looking to reach those who need it most."
RBRobert BoyceDirector of Benefits & Compensation, Central Garden & Pet
"Metabite allows me as the Sports Dietitian to connect with the athletes on a regular, often daily, basis, much like other professionals on the athlete care team."
Andrew James PierceAndrew James Pierce, MS, RD, CSCSSports Dietitian/Nutritionist, Columbia University Athletics
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Metabite allows me as the Sports Dietitian to connect with the athletes on a regular, often daily, basis, much like other professionals on the athlete care team (i.e., coaches, strength & conditioning coaches, athletic trainers, etc). The opportunity to have an ongoing conversation with the athlete that is not limited to individual office visits is a noted advantage. Metabite allows me to act like a coach in addition to a counselor.

With the photo journaling, I am able to gather detail about the athlete's intake that may be missing from a written log. Often times athletes will neglect to provide information such as servings sizes, preparation method, location of the meal, as well as other details that are necessary to complete the picture of the eating pattern. The visual component enhances my ability to provide a thorough nutrition assessment.

The social aspect of the application, including the competition feature, increases the engagement of the athletes and adds an element of sport to the experience. With this comes a more enthusiastic approach to journaling on the part of the athletes and, consequently, an increased contribution of nutrition-related data available for analysis.

"Metabite has been an unmatched resource when it comes to nutrition work with my Collegiate Student Athletes."
Cat WadeCat WadeSr. Athletic Performance Coach, University of Portland
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Metabite has been an unmatched resource when it comes to nutrition work with my Collegiate Student Athletes.

They respond to the coaching and are so much more engaged because they are able to see simply colors of their meals and the timing of each. This detail allows the information to "click" so much faster and we see positive changes straight away. Metabite has revolutionized the way I tackle nutrition work day to day.

People come together over the dinner table, by creating a group we build a space for those traveling over the summer to share a meal, and stories from their day. This also creates a space for our international students to share part of their culture we might never have the opportunity to be exposed to. I participate as well, posting my meals and small notes about my day, Metabite allows me to be vulnerable with my student athletes and gain their trust because they are given the opportunity to hold me accountable as well. The students love the ease of conversation back and forth regarding their meals, they are the generation of Social Media and it is by far the easiest way to communicate with them.

Training is not only what you do in the gym, we are all a 24-hour athlete. Metabite is a platform that has allowed me to show my athletes that what they consume outside of the gym significantly impacts their success.

"Metabite allows me to stay in touch with them regardless of their location and it gives me the opportunity to rate and review their meals [from a] distance."
Glen TobiasGlen Tobias, MS, RD, CSSDSports Performance Nutritionist
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I enjoy using Metabite for a number of reasons. I work with professional football players and fighters. During the off-season they travel all over the country. Metabite allows me to stay in touch with them regardless of their location and it gives me the opportunity to rate and review their meals [from a] distance.

Another great part of Metabite is that I actually get to see what my clients are eating. All grilled chicken sandwiches, for example, are not created equal. I want to see that my clients are making the right choices - that they are making a sandwich instead of getting one from a fast-food restaurant.

Finally, my athletes tell me that this is easy to use and they stick with it, which is key. Anything is easy to do for a couple of weeks, but the goal is to stick with it for the long term. With Metabite, they do that.

"Metabite met all of these criteria easily and is an excellent service to use. We plan on using them for future nutrition challenges."
Stetson RameyStetson RameyCertified Personal Trainer, CPMFITness
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We take an all inclusive approach to health at CPMFITness by focusing on nutrition in addition to exercise. Twice a year we like to run month-long challenges where we incentivize our members to educate themselves about nutrition and make changes to their eating habits. Participants of the challenge use Metabite to document everything they eat for the duration of the challenge. CPM coaches monitor everyone's meals and offer feedback and encouragement.

Metabite's social nature makes it a great way for everyone to see what other people in the challenge are cooking and eating. Our members get great ideas from each other, can comment and encourage one another, and interact in a way that wouldn't be possible otherwise. CPM coaches can monitor everyone's meals and make sure participants are compliant with the challenge guidelines. Our members commented that having Metabite for the challenges is a huge benefit.

CPM's criterion for a service such as Metabite was that it be easy to use (both from our coaches side and our members side), collect pictures, be social, and have robust reporting features. Metabite met all of these criteria easily and is an excellent service to use. We plan on using them for future nutrition challenges.

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Press

Insights, news & research from Metabite.

Explore the latest updates, success stories, partnerships, and clinical insights driving the future of nutrition and digital health.

September 3, 2026 · Expert commentary
Most Post-Workout Recovery Hacks Don't Work. Here's What Does.
National Geographic quotes David Goldman, Metabite's Director of Research, on cold plunges, oxygen chambers and the foods with real evidence for recovery, such as tart cherry and beetroot juice.
Read in National Geographic →
Finnish conscripts skiing in a column through snowy forest
August 12, 2026 · Military
NutFinForce: AI Nutrition Coaching to Support the Performance of Finnish Conscripts
Funded by the Ministry of Social Affairs and Health and delivered through Metabite, NutFinForce will be piloted at the Armoured Brigade in Hattula from October 2026.
Read the story →
May 29, 2026 · Public sector
Sitra Funds HUS to Scale AI-Assisted Obesity Care Nationally
One of three projects funded from 15 applications, the HUS project will extend AI support across a year-long treatment pathway for everyone in Finland.
Read the story →
October 10, 2025 · Health systems
Metabite and Sensotrend Selected for Finland's National Digital Care Trial
One of ten solutions chosen from 24 applications, Metabite launches straight from clinical systems with SMART on FHIR.
Read the story →
Central Garden & Pet logo over hands planting a seedling
August 11, 2025 · Case Study
How Central Garden & Pet Changed the Trajectory of Employee Health One Bite at a Time
Results from the PLANTSTRONG by Metabite 12-week program: 72% of overweight participants lost weight, 58% improved blood pressure, 47% reduced LDL cholesterol.
Read more →
Panel discussion at the Warfighter Readiness summit
April 8, 2025 · Military
Metabite Helps Organize Summit for Enhancing Warfighter Readiness through Lifestyle & Performance Medicine
Metabite was part of organizing a 4-day Summit centered on enhancing Warfighter Readiness through Lifestyle & Performance Medicine (LPM).
Read more →
Metabite app home screen in front of the Meilahti hospital building at HUS
March 26, 2025 · Case Study
Metabite Expands Collaboration with Helsinki University Hospital
HUS, Finland's largest hospital district serving 2.2 million people, has used Metabite for over 3 years. A new partnership brings digital nutrition coaching to thousands through Metabite's data-driven platform.
Read more →
Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
September 2017 · Research
Brigham and Women's Hospital Links Meal Timing to Body Fat, Using Metabite Meal Photos
Published in The American Journal of Clinical Nutrition. Participants with higher body fat ate most of their calories 1.1 hours later in their biological day.
Read the story →

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