C-MAP. AI,Blockchain to "Reduce inequalities" in healthcare
Cardio-Metabolic Analytics Platform.
Cardiac-MAPing. maping diabetes and heart disease patients in rural communities and using analytics for equitable health-care.
1. More than 50 million people die every year across the world, with preventable diseases. nearly half of these deaths are due to cardio (heart) -metabolic (diabetes/blood-pressure/lipids) diseases.
nearly 100 million people across the world succumb to poverty due to unexpected medical expenditure
major problem is lack of quality data to deploy customized interventions.
on the other-hand we have technology-driven transformations, displacing many workers.
applying technology-transformations in health-care, can open lot of opportunities, creating productive and prosperous livelihoods for displaced workers,providing universal health coverage, and delivering care to the remote and marginalized societies.
"if we are serious - not just about better health outcomes but also about ending poverty - we must urgently scale-up our efforts on universal health coverage"- Jim Yong Kim.
2.
C-MAP is purpose-built analytics platform, for mapping and monitoring the epidemic of cardio-metabolic disorders. it is designed to collect specific information in-line with nine voluntary goals and twenty-five indicators for cardiac diseases set by sustainable development goals.
C-MAP builds maps of each village with people suffering from heart disease, risk factors, their medication and local availability of medicines
for each person we map, what diseases he has and what medication he is taking and how many in the area suffer from chronic diseases and what are their requirements.
along with partnering hospitals C-MAP provides employment for two women from each village, and train them on work-flows and templates, making them technology literates while safeguarding community health, and generating more job opportunities by identifying gaps in health-care. these women will be supported by our technology/clinical teams and local partnering hospitals in decision making
C-MAP is a complete technology platform hiring STEM-graduates and support them to learn additional skills in latest technologies.
3.
C-MAP:
provides lively-hood and longterm employment for women in rural areas. up-skills women on relevant technology and health-care work-flows making them technology literates and provide community health-care, safeguarding communities from cardio-metabolic disorders.
generates more job opportunities by identifying gaps in rural health-care systems, and helps to build inclusive supply chains for pharmacy and other medical supplies.
mapping of required medication for people and villages helps to build community health maps for specific interventions and minimize inventory for pharmacy and medical supplies.
not only provides quality data, but data in specific subsets, in line with WHO's (world health organization) "9 voluntary goals and 25 target indicators" for chronic disease monitoring e.g. consumables intake like salt/sugar/oil per month, for risk factor intervention to prevent heart disease
data being available at multiple levels at the click of button would enable pro-active decision making and deploying area specific interventions, and "REDUCE INEQUALITIES" between the areas.
- Inclusive Supply Chains
- Other (Please Explain Below)
- Data and Decision-making
- while technology transformations continues to displace many workers, C-MAP uses these technology transformations to create employment for rural women.
- empowers rural women as technology and health-care literates to safeguard communities and prevents poverty.
- geographical mapping of cardio-metabolic disorders potentially exposes inequalities in social determinants of health e.g. Supply of essential medication and build inclusive supply chains.
- generates more employment by identifying gaps in health-care
- #1st of its kind purpose-built analytics platform based on global framework developed by WHO to asses and monitor chronic-diseases.
- C-MAP will be a game-changer in chronic disease management.

C-MAP is end-to-end technology platform based on python language.which is considered as the best platform for artificial-intelligence.
artificial-intelligence (AI) will be used to generate personalized and predictive care models for each person,area and develop population health maps.
each person and area will be scored against the 25 indicators,e.g. risk factors/disease prevalence, people using/missing drug therapy, non-availability of drugs, gaps in supply chains etc. . this data will be stored in block-chain for safety and scored as Heart-tokens (ethers). people can redeem them against health-care expenditure
tokens will be used to identify the pockets of inequality for further intervention.
- C-MAP mobile-app and software beta-version shall be ready by august, mean-while we are in negotiations with large non-profit organization to start our operations in rural parts of south India. initially planning to map 20 villages, and employ 40 women.
- we are in discussion with three other organizations for further activities and hoping to reach 20,000 people and mapping 100 villages in the next 12 months, while providing lively-hood for 200 rural women
- expand our tech-team from 4 to 10 members and capacity building with in the team.
- build marketing team
decentralized and equitable health-care is our vision, making highest attainable health available for rural people, through technology driven transformations and generating employment in rural areas
while millions of rural patients goes with-out care and medications, pharmaceutical industry, and hospitals are losing business as rural people were not brought into universal-health coverage.
generating population health maps for each village,will bring un-reach people into inclusive healthcare and open a large market opportunity for hospitals and pharmaceutical industry, by connecting needy to the right interventions.
our aim is to impact half-million people in 5000 villages, employing 10,000 women in five-years time.
- Adult
- Rural
- Lower
- Middle
- East and Southeast Asia
- India
- Sri Lanka
- India
- Sri Lanka
tab-based application is given to screening team (C-MAP health workers) for initial screening, data collection, and further monitoring for continuity of care.
partnering clinics will have C-MAP web application to access relevant patient's information for decision making. information is available with relevant care takers.
we are working on user-app (jio-mobile internet available in every village,for cheap price)
with partnering clinics we are working on long-term care plans. users get incentives (Heart-tokens) redeemable against healthcare costs.
C-MAP is the first mover in rural areas of south-India
our minimum viable product is ready, and gets functional in 4 to 6 weeks time, to be deployed for screening 4000 people in 20 villages, all the marketing material including templates, posters etc. are ready to be distributed across the villages.
we are in the process of identifying and training two, women from each village
12 months-serving 20,000 people, by training 200 women in 100 villages, with limited/no access to health-care,essential medication....
C-MAP brings quality health-care with evidence based work-flows from global institutes accessible from their palm.
health-mapping of each-person identifies gaps in care management, to offer personalized care to prevent disability and premature deaths.
population health-maps identifies area-wise missing resources, aiding specific interventions e.g. medical supplies.
Research suggests, benefits of risk-factor interventions are evident within first few months, C-MAP is designed to measure these benefits periodically.
3 years- training 1700 women in 850 villages.,serving 170,000 people.
- For-Profit
- 8
- 1-2 years
my-self,technology-literate with masters in computer-applications. we have senior doctor with global experience as clinical director helping to shape CMAP purpose built for sustainable development goals.
our tech-team is well versed in programming languages like python, considered as top software for artificial intelligence.
adding further strategic partners that we are negotiating at the moment and completing the pilot in next few months, would surely bring, lot more credibility and sustainability.
uniqueness of CMAP with population health-maps, identifying people with diseases and gaps in care cycle, opening larger market-opportunities, surely positioned to be successful and impact rural communities.
we charge screening organisations, per each screening and clinics for providing software-as-a-service.
once the user app is ready, we charge nominal fee-$1.5/year/user.
we believe our main revenue streams are:
1.partnering with pharmaceutical companies to build inclusive supply chains for medication. our data means right medication delivered to right areas without wasting any resources, and avoiding inventory
2. partnering with insurance companies,and financial institutions, interested in long-term health of these people, like banks, micro-finances etc. compliance to treatment would reduce the cost of renewals for people and the credits earned are redeemable against the costs.
1. technology: we will have brilliant piece of purpose-built data with global quality. to make use of this data we are looking for technology mentor-ship and collaboration with reputed institutes.
2: human capital and expertise: we are looking to join hands with like minded organizations working for equitable health-care in rural communities. to reach our goal of impacting 10 million people by 2030, we definitely need meaningful partnerships and resourceful connects.
3. funding: grants to reach more rural communities, shall be a great help.
our main barrier is finding the relevant organisations interested in well-being of rural people and has the capacity to do medical screening, and have financial strength to do the screening programs.
finding medium/large size organisations with similar objectives will be a key barrier.
technology mentor-ship: data synthesis and building predictive care models using artificial intelligence.
accessing relevant grants to reach-out the most remote communities is another, that we are hoping to achieve through SOLVE.
- Technology Mentorship
- Connections to the MIT campus
- Impact Measurement Validation and Support
- Media Visibility and Exposure
- Grant Funding
- Other (Please Explain Below)

Team leader