Health2Win

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Twin Health
Project Owner

Health2Win

Funding Requested

$100,000 USD

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Overview

Health2Win is at the forefront of revolutionizing preventive healthcare through its decentralized digital twin technology. Merging advancements in Large Language Models (LLM), Reinforcement Learning (RL), Blockchain, and Mobile Health Technology, Health2Win offers a unique platform that not only monitors and analyzes health data in real-time but also actively engages users in sustaining healthy habits through its novel "health-to-earn" rewards model.

Proposal Description

How Our Project Will Contribute To The Growth Of The Decentralized AI Platform

Health2Win enhances AI by integrating LLMs and RL to create adaptive digital twins, improving real-time health interventions. It utilizes blockchain for secure, private data handling and a transparent reward system, boosting user trust and engagement. Continuous R&D and cross-platform API development ensure cutting-edge, accessible AI solutions.

Our Team

Our team's strengths include deep technical expertise in AI and blockchain, interdisciplinary collaboration across business, health tech, and software engineering, and a strong focus on innovation backed by academic research. Leadership combines strategic acumen with global marketing experience. Our CTO has co-founded several successful blockchain projects.

View Team

AI services (New or Existing)

AI coach

Type

New AI service

Purpose

Develop a reinforcement learning model designed to recommend the optimal task to a user at the most appropriate time considering their historical behavior and current situational context. This AI service aims to enhance user engagement and effectiveness by dynamically adapting suggestions to real-time conditions and individual user profiles.

AI inputs

User history and context

AI outputs

Suggested task and time

Distributed RL

Type

New AI service

Purpose

Getting data from users for training a reinforcement learning model.

AI inputs

User data

AI outputs

where the data is

Company Name (if applicable)

HealthTwin

The core problem we are aiming to solve

Individuals often struggle to adopt and maintain healthy lifestyle habits because they lack personalized and timely support. Although many habit-forming and tracking apps exist, they do not fully leverage sensor technology to monitor behaviors and offer timely, actionable feedback. Just-in-time adaptive interventions (JITAI) based on Reinforcement Learning (RL) represent a promising solution to this issue, but the absence of a cost-effective method has prevented the development of a marketable product. Our research has demonstrated that large language models (LLMs) can cost-effectively approximate user behaviors, making large-scale just-in-time adaptive interventions (JITAI) feasible.

Our specific solution to this problem

The specific solution provided by the project is a decentralized digital twin platform that integrates advanced AI technologies—specifically Large Language Models (LLMs) and Reinforcement Learning (RL)—alongside blockchain technology for just-in-time adaptive interventions (JITAI). This platform generates personalized digital twins for users, offering real-time health monitoring, insights, and behavior-driven recommendations. The integration of blockchain ensures data security and privacy, and supports a novel "health-to-earn" rewards model, where users earn crypto tokens for achieving health milestones. This multi-faceted approach not only personalizes health interventions but also incentivizes sustained healthy behaviors through tangible rewards.

Project details

Introduction: Health2Win is at the forefront of revolutionizing preventive healthcare through its decentralized digital twin technology. Merging advancements in Large Language Models (LLM), Reinforcement Learning (RL), Blockchain, and Mobile Health Technology, Health2Win offers a unique platform that not only monitors and analyzes health data in real-time but also actively engages users in sustaining healthy habits through its novel "health-to-earn" rewards model.

Market Need: With chronic diseases on the rise, the need for preventive healthcare solutions has never been more acute. Many health initiatives fail due to a lack of engagement and personalized insight. Health2Win addresses this gap by empowering users with tailored health insights and motivating sustained healthy behaviors through tangible rewards.

Product Offering: Through the expert integration of leading-edge technologies, Health2Win crafts personalized digital twins for users, offering real-time health monitoring, insights, and behavior-driven recommendations. The platform's cornerstone, our "health-to-earn" model, rewards users with crypto tokens for reaching health milestones. Uniquely, these tokens can be redeemed for discounts on services and products offered by our growing network of partners, enhancing the overall value and utility of the Health2Win platform. Our service structure is underpinned by a freemium subscription model, ensuring broad accessibility, while premium offerings and strategic data analytics services present substantial revenue possibilities.

Target Market: Our primary target includes health-conscious individuals seeking personalized insights into their health, as well as corporations and insurers aiming to incentivize health among their clientele or employees. By focusing on these segments, Health2Win taps into a broad yet targeted audience that values innovation in health optimization.

Competition and USPs

Our solution distinguishes itself by integrating cutting-edge AI technologies with blockchain to create a personalized, decentralized digital twin for each user. This allows for real-time health monitoring and tailored interventions, unlike many health apps that offer static, generic advice. The "health-to-earn" model is another unique feature, rewarding users with crypto tokens for healthy behaviors, directly incentivizing engagement and retention.

Market success is supported by a robust early adopter community and partnerships within the health and wellness sectors. With blockchain's transparency enhancing user trust and a freemium model ensuring broad accessibility, our solution is positioned for widespread adoption. We focus on continuous iteration based on user feedback, ensuring our solution remains relevant and effective, aligning with market needs and advancements in health tech.

Existing resources

The research results from our PhD research and publications.

The existing prototype and API.

Links and references

https://health2win.com/

Revenue Sharing Model

Token Allocation

We are planning for a token launch in:

2024-Q4

If awarded by Deep Funding, we will allocate this percentage of the total token supply to SNET / Deep Funding:

5

Token Description (type, value, utility):

X2Earn model.

Use the tokens to unlock health challenges and earn more tokens by participating in those challenges.

Proposal Video

Placeholder for Spotlight Day Pitch-presentations. Video's will be added by the DF team when available.

  • Total Milestones

    5

  • Total Budget

    $100,000 USD

  • Last Updated

    20 May 2024

Milestone 1 - API Calls & Hostings

Description

This milestone represents the required reservation of 25% of your total requested budget for API calls or hosting costs. Because it is required we have prefilled it for you and it cannot be removed or adapted.

Deliverables

You can use this amount for payment of API calls on our platform. Use it to call other services or use it as a marketing instrument to have other parties try out your service. Alternatively you can use it to pay for hosting and computing costs.

Budget

$25,000 USD

Milestone 2 - Beta user testing

Description

- Evaluate agent simulation model and integrate with blockchain. - Marketing and recruiting of more beta test users.

Deliverables

This deliverable focuses on the development and integration of a reinforcement learning model tailored to enhance user engagement by optimally suggesting tasks based on their historical behavior and current context. Over 50 beta users will thoroughly test the AI service providing feedback used to refine the model through iterative cycles ensuring a seamless user experience. The integration aims to provide personalized task recommendations that improve productivity and decision-making. A detailed report will analyze user feedback engagement and task completion guiding future enhancements and maintaining the service's relevance as user needs and technology evolve. This process is crucial for ensuring that the platform remains intuitive and responsive maximizing user satisfaction and effectiveness.

Budget

$25,000 USD

Milestone 3 - Partnership and product launch

Description

- Improve algorithms performance for recommending activities and products from partners. - Launch product with basic features. Prototype with advanced analytics and recommendation features.

Deliverables

This deliverable focuses on enhancing the performance of algorithms for recommending activities and products from partners launching the product with basic features and further developing a prototype with advanced analytics and recommendation capabilities. The process begins with refining the recommendation algorithms to more effectively match user preferences with offerings from our partners supported by thorough analysis of user feedback and interaction data. Alongside this the product will be launched with core functionalities to establish a market presence and collect real-world user data. Concurrently we will develop and iteratively refine a prototype that incorporates advanced analytics and more sophisticated recommendation features. Additionally this phase includes establishing partnerships with at least 10 entities in the well-being sector leveraging these collaborations to enhance our product offerings and enrich the user experience. This comprehensive approach ensures a balanced focus on immediate market impact and ongoing product enhancement through strategic partnerships and technological innovation.

Budget

$25,000 USD

Milestone 4 - Token sale

Description

Marketing and development for token sale

Deliverables

This deliverable outlines a focused strategy for the marketing and development of a token sale aiming to enhance brand awareness and attract potential investors through a targeted multi-channel marketing campaign. Key initiatives include leveraging digital marketing social media engagement partnerships with influencers and media outreach. Simultaneously the development strategy will refine the tokenomics ensure the security of smart contracts and prepare the infrastructure for the token launch. These efforts are designed to build a robust community around the token supported by comprehensive testing and strategic communications to showcase the token’s utility and integration within the health tech platform. The goal is to ensure a successful launch driving investment and long-term viability through a sustainable economic model that benefits all stakeholders.

Budget

$10,000 USD

Milestone 5 - Future plans

Description

Prototype development with advanced features.

Deliverables

The deliverable of prototype development with advanced features involves designing building and testing a high-fidelity prototype that integrates sophisticated functionalities aimed at enhancing user experience and offering deeper insights into user behavior and health trends. This phase of development focuses on incorporating advanced analytics machine learning models and personalized recommendation systems that adapt dynamically to user data. The process includes iterative design sprints where features are conceptualized based on user feedback and market research implemented and then refined through user testing sessions to ensure usability and effectiveness. Features like real-time data visualization predictive health analytics and interactive user interfaces will be prioritized to create a compelling and functional prototype. This prototype serves as a crucial step toward final product development providing a tangible demonstration for stakeholders and potential investors and laying the groundwork for scaling the technology for market readiness.

Budget

$15,000 USD

Join the Discussion (3)

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3 Comments
  • 0
    commentator-avatar
    Gombilla
    Jun 2, 2024 | 3:54 PM

    Hello Twin health. This is an awesome idea. But I can sense possible concerns associated with Health2Win may include issues related to data privacy and security, the effectiveness of behavior-driven recommendations, and the potential for unintended consequences or biases in the AI algorithms. I guess this should be considered as well.

  • 0
    commentator-avatar
    HenriqC
    May 19, 2024 | 3:26 PM

    I love the topic! More information about the technical architecture would be highly appreciated.

    • 0
      commentator-avatar
      Twin Health
      May 21, 2024 | 5:20 PM

      Hi HenriqC, thank you for the comment! Data is collected in real-time from wearables and health apps, processed through scalable pipelines, and securely stored using cloud solutions and blockchain for integrity and privacy. The core analytics layer uses LLM for natural language processing and simulating user behaviors, and RL for personalized health recommendations. Machine learning models provide predictive analytics for proactive health management. The user engagement layer features intuitive mobile/web applications, a gamified health-to-earn rewards system, and real-time interaction through a virtual health coach.

Reviews & Rating

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12 ratings
  • 0
    user-icon
    maxxxxxx
    Jun 7, 2024 | 2:09 PM

    Overall

    5

    • Feasibility 5
    • Viability 4
    • Desirabilty 5
    • Usefulness 5
    Great potential in underrepresented health domain

    Project Summary:

    Health2Win aims to revolutionize preventive healthcare through a decentralized digital twin platform, integrating Large Language Models (LLM), Reinforcement Learning (RL), Blockchain, and Mobile Health Technology. This platform provides real-time health monitoring and personalized interventions while incentivizing healthy habits through a novel ‘health-to-earn’ rewards model, enhancing user engagement and trust with secure, private data handling.

    Feasibility:

    The Health2Win proposal demonstrates high feasibility, backed by substantial previous research in digital twin technology and AI-driven health interventions. The team's deep technical expertise in AI and blockchain, coupled with their successful track record in developing similar projects, strongly supports the project's feasibility. While this seems like a technically quite challenging project, their in-depth approach, which includes utilizing Large Language Models (LLMs) and Reinforcement Learning (RL), ensures they have a robust foundation to deliver on their ambitious goals.

    Viability:

    The need for Health2Win is clearly motivated by the widespread lack of healthy lifestyles among many people. As chronic diseases rise and traditional health initiatives struggle to maintain engagement, the timing seems good for technology to revolutionize and disrupt the fitness and health domain. Health2Win's innovative approach leverages advanced AI to provide personalized, actionable health insights, addressing a critical gap in the market. The platform's decentralized nature, combined with its novel "health-to-earn" rewards model, positions it to attract a broad user base eager for more engaging and effective health management tools. One challenge (as with most decentralized services) could lie in convincing users to switch from established, centralized services.

    Desirability:

    The desirability of Health2Win is high, particularly for privacy-conscious users who value decentralized solutions. In an era where users are increasingly wary of "paying" with their data to access advanced AI-based services, Health2Win offers a refreshing alternative. SingularityNET (SNET) enables this by providing a platform where user data remains secure and private. The "health-to-earn" rewards model further enhances desirability, offering a tangible incentive for users to engage with the platform and maintain healthy behaviors. This gamification aspect should motivates users and help them achieve their health goals in an enjoyable and rewarding manner.

    Usefulness:

    Health2Win significantly broadens the range of services available on SNET, particularly in the AI for health domain, where there is currently limited representation. By providing a service with a direct and positive impact on people's lives, Health2Win enhances the overall utility of the SingularityNET ecosystem. The platform's ability to offer real-time health monitoring, personalized insights, and behavior-driven recommendations ensures it has a profound and immediate impact on users' health and well-being. This not only makes the service highly useful but also positions it as a vital addition to the SNET portfolio, contributing to the platform's growth and diversity.

    In conclusion, Health2Win is a very promising project with strong feasibility, viability, desirability, and usefulness. While challenges such as user-friendly integration and competition with established services do exist, it stands out as a great initiative with the potential to revolutionize preventive healthcare, making it a valuable addition to the SingularityNET ecosystem.

  • 1
    user-icon
    Klaus Muller
    May 19, 2024 | 11:59 AM

    Overall

    5

    • Feasibility 5
    • Viability 5
    • Desirabilty 5
    • Usefulness 5
    AI+ preventive healthcare has a great potential

    AI integration in healthcare is set to transform the current system significantly. It's a rapidly expanding market with enormous potential. Additionally, the 'health-to-earn' model could incentivize users to consistently develop healthier habits, potentially revolutionizing wellness engagement.

  • 1
    user-icon
    Freya
    May 21, 2024 | 7:59 PM

    Overall

    5

    • Feasibility 5
    • Viability 5
    • Desirabilty 5
    • Usefulness 5
    Revolutionary Platform & \'Health-to-Earn\' Rewards

    This platform is a fantastic idea for promoting healthier habits. It collects real-time data from wearables, processes it securely, and uses AI to provide personalized health recommendations. The "health-to-earn" rewards system is a great incentive to stay engaged. The virtual health coach adds a fun, interactive touch. Overall, this platform could make a big positive impact on our health and well-being.

  • 1
    user-icon
    DaniAlves
    May 19, 2024 | 1:13 AM

    Overall

    5

    • Feasibility 5
    • Viability 5
    • Desirabilty 5
    • Usefulness 5
    health-to-earn

    Excellent idea for adopting and maintaining healthier lifestyle habits. A platform that not only monitors and analyzes health data in real-time but also actively engages users in maintaining healthy habits through the "health-to-earn" rewards model is wonderful. It certainly has the potential to make a very positive real-world impact.

  • 0
    user-icon
    Max1524
    Jun 8, 2024 | 3:06 PM

    Overall

    4

    • Feasibility 4
    • Viability 4
    • Desirabilty 3
    • Usefulness 5
    Feasibility and usefulness are highly appreciated

    The Health2Win proposal has the advantage of having the service of people with good technical expertise. That means the quality of human resources is guaranteed at a high level. This is very necessary for a high-tech level proposal. In addition, the proposal is also useful when the issue being focused on development is people's health. So feasibility and usefulness are both evaluated quite well.

  • 0
    user-icon
    Ayo OluAyoola
    Jun 9, 2024 | 3:15 PM

    Overall

    4

    • Feasibility 3
    • Viability 4
    • Desirabilty 5
    • Usefulness 5
    Innovative Angle to Health by AI

    Health2Win stands out as an innovative initiative with the potential to revolutionize preventive healthcare and significantly benefit the SingularityNET ecosystem. Health2Win aims to transform preventive healthcare with a decentralized digital twin platform integrating AI, blockchain, and mobile health technology. It offers real-time health monitoring and personalized interventions and rewards healthy habits through a 'health-to-earn' model.

     

    Feasibility
    The project is highly feasible, backed by extensive research and the team's expertise in AI and blockchain. Their comprehensive approach using LLMs and RL provides a solid foundation to achieve their goals despite technical challenges.

     

    Viability
    Health2Win addresses the rising need for healthier lifestyles and the shortcomings of traditional health initiatives. Its innovative AI-driven insights and 'health-to-earn' rewards model are poised to attract a broad user base, though convincing users to switch from established services may be challenging.

     

    Desirability
    The platform is highly desirable for privacy-conscious users who prefer decentralized solutions. The 'health-to-earn' rewards model adds appeal by motivating users to maintain healthy habits through gamification and tangible incentives.

     

    Usefulness
    Health2Win significantly enhances SingularityNET's offerings in the AI health domain, providing real-time monitoring and personalized insights. Its immediate positive impact on users' health makes it a valuable addition to the ecosystem, boosting its utility and diversity.

    Please do check us out at  MarketIn API. We are developing the first-ever Marketing API that you can integrate into your solution at no cost, helping you achieve widespread user adoption.

    If you create a great solution, you must ensure the world knows about it. Our API is designed to help you reach the critical mass needed for successful adoption.

    https://deepfunding.ai/proposal/marketing-api-by-an-agi/ 

     

  • 0
    user-icon
    CLEMENT
    Jun 2, 2024 | 3:58 PM

    Overall

    4

    • Feasibility 4
    • Viability 4
    • Desirabilty 4
    • Usefulness 4
    Actively engages users in sustaining healthy habit

    From a general perspective, I see that Health2Win has the potential to make a significant impact by revolutionizing preventive healthcare through its decentralized digital twin technology. Your team approach of merging advancements in LLMs, RL, blockchain, and mobile health technology, Health2Win offers a unique platform that not only monitors and analyzes health data in real-time but also actively engages users in sustaining healthy habits through its innovative "health-to-earn" rewards model.

    I can see that this healthtech has many innovative features and overall, Health2Win represents an innovative solution that not only personalizes health interventions but also incentivizes positive health behaviors, ultimately contributing to improved health outcomes and well-being for individuals.

    Kudos to you and your team !

    Also, you are also welcomed to make comments on our team proposal as well

    https://deepfunding.ai/proposal/4757/  - AI4M (Enhancing Malaria Predictability using AI)

    https://deepfunding.ai/proposal/biotek-nexus-next-gen-biodiversity-conservation/  - BIOTEK NEXUS (Blockchain Biodiversity Conservation)

  • 0
    user-icon
    BlackCoffee
    Jun 10, 2024 | 12:44 AM

    Overall

    4

    • Feasibility 4
    • Viability 4
    • Desirabilty 4
    • Usefulness 4
    KPIs should appear

    I don't see the team mentioning KPI indicators (performance measurement). In my opinion, the team should research more to include appropriate KPI indicators. Having KPIs is also very worthy of a proposal that has a wide range of applications regarding people's health. The introduction and use of KPIs also shows the usefulness of the proposal to the problems around us.

  • 0
    user-icon
    Tu Nguyen
    May 23, 2024 | 3:50 AM

    Overall

    4

    • Feasibility 4
    • Viability 4
    • Desirabilty 4
    • Usefulness 4
    Health2Win

    The problem this proposal addresses is that individuals often have difficulty adopting and maintaining healthy lifestyle habits because they lack timely, individualized support. This is a problem that already exists in practice. The solution of this proposal: they will create a decentralized digital twin platform integrating advanced AI technologies. Specifically, Large Language Models and Reinforcement Learning, along with blockchain technology for just-in-time adaptive intervention. Hopefully they will successfully implement this solution in practice. 
    Another opinion: They should share members' social network links. They should determine the start and end times of milestones.

  • 0
    user-icon
    Joseph Gastoni
    May 23, 2024 | 9:01 AM

    Overall

    4

    • Feasibility 4
    • Viability 3
    • Desirabilty 4
    • Usefulness 5
    This proposal outlines Health2Win, a platform

    This proposal outlines Health2Win, a platform that uses digital twins, AI, and blockchain to personalize preventive healthcare and incentivize healthy habits. Here's a breakdown of its strengths and weaknesses:

    Feasibility:

    • Moderate-High: The core concept is promising, but technical development and data security require careful consideration.
      • Strengths: The use of existing technologies like LLMs and blockchain is feasible.
      • Weaknesses: Developing an accurate and personalized AI model for real-time health interventions requires substantial data and expertise. Security measures to protect user health data privacy on the blockchain need to be addressed.

    Viability:

    • Moderate: Success depends on market adoption, user engagement with the "health-to-earn" model, and partnerships with health and wellness sectors.
      • Strengths: The proposal addresses a growing need for personalized preventive healthcare solutions. The "health-to-earn" model can incentivize user engagement.
      • Weaknesses: The proposal lacks details on the tokenomics of the "health-to-earn" model and the long-term sustainability of rewarding healthy behaviors. Building a network of partners is crucial but challenging.

    Desirability:

    • Moderate-High: For individuals seeking personalized health insights and motivation to maintain healthy habits, this could be desirable.
      • Strengths: The proposal offers a unique combination of personalized health data, actionable recommendations, and potential rewards.
      • Weaknesses: The proposal needs to address potential privacy concerns about health data and the volatility of cryptocurrency rewards.

    Usefulness:

    • Moderate-High: The project has the potential to improve preventive healthcare outcomes and user well-being, but its impact depends on the effectiveness of the AI model, user engagement, and the value proposition of the "health-to-earn" model.
      • Strengths: The proposal offers a continuous and personalized approach to health monitoring and behavior change.
      • Weaknesses: The proposal lacks details on how the AI model personalizes interventions and how it ensures the recommendations are medically sound.

  • 0
    user-icon
    Nicolad2008
    Jun 7, 2024 | 2:33 PM

    Overall

    3

    • Feasibility 3
    • Viability 3
    • Desirabilty 3
    • Usefulness 3
    Challenges with AI health

    By using AI and big data to analyze and predict health trends, the project helps users gain more insight into their personal health status. Cooperation with leading medical organizations and experts ensures the accuracy and reliability of the information provided. Practical benefits include easy access to telehealth consultations, which save time and costs, along with educating users on effective disease prevention and management. I see, the project also faces some limitations. Language and cultural barriers can make implementation difficult in different regions, requiring local adaptation. Additionally, protecting users' personal data is a major challenge, requiring strong security systems and strict compliance with privacy regulations.

  • 0
    user-icon
    TrucTrixie
    Jun 9, 2024 | 1:58 PM

    Overall

    3

    • Feasibility 3
    • Viability 4
    • Desirabilty 3
    • Usefulness 3
    Deep sadness while revealing identity

    All 3 members of the team: Project Owner, CTO and CMO do not have avatars or accompanying identity profiles. I do not agree with the presentation of a proposal that requires up to $100,000 but leaves its identity open like that.

    This leads to me not being able to give high stars for feasibility. The team takes note to learn from experience.

Summary

Overall Community

4.2

from 12 reviews
  • 5
    4
  • 4
    6
  • 3
    2
  • 2
    0
  • 1
    0

Feasibility

4.1

from 12 reviews

Viability

4.1

from 12 reviews

Desirabilty

4.2

from 12 reviews

Usefulness

4.4

from 12 reviews

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