Nutrosal Research & Development

Where community, AI and holistic nutrition meet evidence-based research.

The R&D division of Nutrosal designs, validates and ships the science behind a healthier lifestyle — combining behavioral research, machine learning and clinical nutrition into one holistic platform.

Explore our research Open the Nutrosal platform →
6,000+People supported globally
15+ yrsCombined research experience
Ottawa, CAR&D headquarters
01 — Our mission

Reimagining how the world solves obesity and lifestyle-driven disease.

The Nutrosal R&D team is dedicated to crafting tailored nutrition plans, exercise regimens and digital tools that are not just effective — they are sustainable. Our approach is holistic: physical, psychological and medical needs are considered together, because lasting health is never one-dimensional.

Holistic by design

We model human behavior, biology and environment together — not in silos.

Evidence-based

Every feature is grounded in peer-reviewed nutrition and digital-health research.

Community-powered

Motivational groups and peer support are core research instruments, not an afterthought.

AI-native

Cutting-edge models help coaches scale quality care and members get instant guidance.

02 — Research & achievements

A peer-reviewed track record behind the platform.

Nutrosal R&D translates academic research into shipping product. Our team has published across the world's leading venues in connected health, software architecture, AI testing and privacy-preserving systems — with award-winning work and active 2026 placements at IEEE and ACM conferences.

24+ Peer-reviewed papers
4 Accepted for 2026 IEEE/ACM venues
2 CORE-A ranked conferences (ICSA, EASE)
1 Best Paper Award — IEEE SOSE 2025

Privacy-by-design for digital health

Differentially private analytics, privacy-preserving group assignment and secure AI orchestration — published at CHASE 2025, SERA 2025, and accepted at ICHI 2026 and CHASE 2026.

Adaptive group coaching at scale

AI-powered dynamic group assignment, behavioral insights and personalized coaching that lets one coach guide many — the science behind Nutrosal's community model.

Self-healing platform engineering

GraphQL-aware healing, GNN-based dependency-aware decisions and LLM-driven test healing — keeping the Nutrosal platform reliable as it evolves. Best Paper at IEEE SOSE 2025.

Microservice architecture research

Empirical work on organizational coupling as a leading indicator of architecture degradation — accepted at ICSA 2026 (CORE-A, ~13.4% acceptance) and EASE 2026 (CORE-A).

Research streams

Six teams, one holistic platform.

Cross-functional groups of engineers, nutritionists and data scientists own the streams below — each one feeding directly into shipping product and into the publications you can read further down this page.

01

Tailored nutrition science

The root causes of obesity vary — sedentary lifestyles, high-stress loads, lack of nutritional knowledge, unhealthy habits. We design personalized nutrition plans and exercise regimens that meet members where they are.

  • Macros
  • Behavioral nutrition
  • Habit formation
02

AI for coaches & clients

Cutting-edge AI helps coaches and nutritionists develop nutrition plans efficiently, while members receive prompt answers to their questions with minimal coach involvement.

  • LLM agents
  • Plan generation
  • Smart logging
03

Comprehensive digital platform

One place to track progress, follow workout plans, watch exercise videos and receive support — designed to be user-friendly, motivating and clinically sound.

  • Tracking
  • Content
  • Coach tooling
04

Social networking & motivational groups

Community is a clinical lever. Peer support, group challenges and shared accountability are essential to long-term adherence — so we build them as first-class features.

  • Group dynamics
  • Accountability
  • Adherence
05

Psychological & medical factors

Traditional diet plans hit a ceiling because they ignore mind and medicine. Our software accounts for psychological state and medical history to drive a higher success rate and lasting change.

  • Behavioral science
  • Clinical context
  • Personalization
06

Corporate wellness programs

Digital tools for companies that want to improve employee health — reducing healthcare costs, lowering absenteeism and boosting productivity.

  • B2B
  • Outcomes
  • ROI
03 — Publications

Recent peer-reviewed work.

A selection of papers from the Nutrosal R&D team and our academic collaborators. Most authors are affiliated with Nutrosal Inc. (Canada), with co-authors from the University of Arizona and the Free University of Bozen-Bolzano.

  1. 24
    To appear AI · Privacy Acceptance ~20.5% (24/117)

    Secure AI Orchestration for Digital Health with Differentially Private Analytics and Adaptive Group Coaching

    Nariman Mani, Salma Attaranasl, Bahman Sistany (Nutrosal Inc., Canada); Tomas Cerny (University of Arizona, USA)

    IEEE/ACM International Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE 2026) — Pittsburgh, PA, USA · August 4–6, 2026

  2. 23
    To appear Healthcare informatics

    PRISM-Coach: Privacy-by-Design Adaptive Group Assignment for Digital Lifestyle Coaching at Scale

    Nariman Mani, Salma Attaranasl

    14th IEEE International Conference on Healthcare Informatics (ICHI 2026) — Minneapolis, MN, USA · June 1–3, 2026

  3. 22
    To appear CORE-A Software engineering

    Key Developer Roles and Organizational Coupling in Microservices: A Longitudinal Case Study

    Xiaozhou Li (Free University of Bozen-Bolzano, Italy); Nariman Mani (Nutrosal Inc., Canada); Jose Sosa Rodriguez, Tomas Cerny (University of Arizona, USA)

    30th International Conference on Evaluation and Assessment in Software Engineering (EASE 2026) — Glasgow, United Kingdom · 2026

  4. 21
    To appear CORE-A Acceptance ~13.4% (15/112)

    Organizational Coupling as a Leading Indicator of Microservice Architecture Degradation

    Nariman Mani (Nutrosal Inc., Canada); Jose Sosa, Tomas Cerny (University of Arizona, USA); Xiaozhou Li (Free University of Bozen-Bolzano, Italy)

    23rd IEEE International Conference on Software Architecture (ICSA 2026) — Amsterdam, Netherlands · June 22–26, 2026

  5. 20
    Best Paper Award Service-oriented systems Acceptance ~25%

    GraphQL-Aware Healing in Service-Oriented Architectures via Multi-Signal Learning

    Nariman Mani, Salma Attaranasl; Sen He (University of Arizona, USA)

    IEEE Service-Oriented Systems Engineering (SOSE 2025) — Track of the IEEE International Congress on Intelligent and Service-Oriented Systems Engineering (CISOSE) — Tucson, AZ, USA · 2025

  6. 19
    AI testing Acceptance ~31.6%

    Enhancing Adaptive Test Healing with Graph Neural Networks for Dependency-Aware Decision Making

    Nariman Mani, Salma Attaranasl

    IEEE AITest 2025 — Track of the IEEE International Congress on Intelligent and Service-Oriented Systems Engineering (CISOSE) — Tucson, AZ, USA · 2025

  7. 18
    AI · Privacy

    A Privacy-Preserving System for AI-Powered Dynamic Group Assignment, Behavioral Insights, and Personalized Coaching

    Nariman Mani, Salma Attaranasl

    23rd IEEE/ACIS International Conference on Software Engineering, Management and Applications (SERA 2025) — Las Vegas, NV, USA · 2025

  8. 17
    AI · Connected health

    Self-Healing Digital Twins: Hybrid Generative and Privacy-Preserving AI for Adaptive Wellness Platforms

    Nariman Mani, Salma Attaranasl

    CHASE '25: ACM/IEEE International Conference on Connected Health: Applications, Systems and Engineering Technologies — Manhattan, New York City, USA · June 24–26, 2025

  9. 16
    AI testing Acceptance ~37.5%

    Adaptive Test Healing using LLM/GPT and Reinforcement Learning

    Nariman Mani, Salma Attaranasl

    18th IEEE International Conference on Software Testing, Verification and Validation (ICST 2025) — 5th International Workshop on Artificial Intelligence in Software Testing (AIST 2025) — Naples, Italy · 2025

Earlier publications (1–15) span the team's prior work on adaptive testing, model-based engineering, and digital health platforms.

04 — The platform

Nutrosal — the product our research powers.

A social-media-style platform that combines coaching, AI and community into one holistic experience for nutrition, fitness and lifestyle change.

Nutrosal is a social-media-based platform that delivers consulting and coaching services around nutrition. By combining social networking and motivational groups with weight-loss and fitness goals, members connect with others who share similar objectives and foster mutual support.

Cutting-edge AI lets coaches and nutritionists build nutrition plans efficiently, while members get prompt answers to their questions with minimal coach involvement. Logged meals are checked against the plan in real time, and the system gently alerts users when they drift off course.

The result is a platform that empowers users to maintain healthy behaviors long after they reach their initial goals — a holistic approach to lifestyle change that goes well beyond diet and weight loss alone.

Launch the Nutrosal platform
Nutrosal app screen
05 — How it works

From sign-up to sustainable change — in four steps.

Nutrosal app on iPhone
  1. 1

    Get in touch

    Sign up through our platform and tell us about your goals.

  2. 2

    Personalized review

    Our team of coaching assistants reviews your details and builds a profile tailored to you.

  3. 3

    Join your community

    Connect on the Nutrosal platform with people pursuing similar goals, log meals and track weekly progress.

  4. 4

    Transition for life

    Receive daily feedback, motivational support and certified guidance to make a healthier lifestyle stick.

06 — Evidence

An evidence-based approach.

Grounded in research

Our methodology is informed by extensive nutrition and behavioral-health research. Systematic reviews and meta-analyses have demonstrated the effectiveness of app-based mobile interventions in improving nutrition behaviors and health-related outcomes.

Built for outcomes

These findings underscore the potential of digital solutions like Nutrosal to address the obesity epidemic effectively and cost-efficiently — at the population scale that traditional clinical settings cannot reach alone.

A movement, not a product

Nutrosal is committed to positively impacting the health of populations across the U.S. and Canada. We are not just a company; we are a movement towards a healthier, happier society — inclusive, effective, accessible.

07 — Impact

Thousands of lives transformed.

Real outcomes from members who joined a Nutrosal program — physical, mental and emotional change documented across our research cohorts.

Member outcome
Member outcome
Member outcome
Member outcome
Member outcome
Member outcome
Member outcome
Member outcome

“Joining a Nutrosal program was one of the best decisions of my life. The combination of community support and structured guidance helped me stay consistent in a way no diet ever did.”

— Nutrosal community member

“After years of trying everything, this method finally worked. The platform makes it easy to learn, track and stay motivated alongside people on the same journey.”

— Nutrosal community member

“I lost 17 kilograms and — more importantly — learned how to manage my lifestyle for the long run. The community kept me going when motivation alone wasn't enough.”

— Nutrosal community member
Released now

Start your healthier lifestyle today.

  • Sign up directly through our platform.
  • Our coaching assistants set up a personalized profile and account.
  • Submit weekly reports, connect with peers and track progress.
  • Daily feedback, motivational support and resources to keep you on track.
Sign up now
08 — Contact

We'd love to hear from you.

Researcher, partner, member or just curious — drop us a line and our team will get back to you.