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Emerging Healthcare Delivery Models

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5 minutes, 30 seconds read

Wearables, IoT devices, healthcare apps have significantly increased digital health access points for customers. The evolving nature of the digital health industry in India can be witnessed through the improved personalization and value-added services delivered to the consumers. To further multiply the digital health touchpoints, new healthcare delivery models are coming up to cater to specific healthcare needs and deliver a satisfying experience. Below are a few emerging healthcare delivery models: 

1. On-Demand Healthcare

The healthcare industry is beginning to welcome on-demand services for consumers who are already accustomed to receiving services anytime and anywhere from demand-driven brands such as Zomato, Uber, etc. Among the various digital healthcare services, e-pharmacies in India such as Medlife, Pharmeasy, have made a significant profit by making medicines and drugs available to customers in no time.

Quick booking of appointments, receiving digital medical reports, settling medical fees online, scheduling doctor visits, all of this can be done through smartphones. On-demand healthcare is gathering attention among consumers, especially millennials, needing mental health counseling, follow-up appointments, and quick recovery from wounds and minor illnesses. Due to the provision of healthcare anytime and anywhere, reduced expenses due to lessened hospital visits, deep interaction with patients, the on-demand healthcare model is growing. Express Care offered by Cleveland Clinic allows patients to consult virtual doctors in matters of non-life-threatening conditions like allergies, rashes, or back pain.   

This model also allows medical practitioners to work flexibly, depending on their schedule. It also lets the doctors appoint and cancel the dates of visits depending on their availability. For instance, besides being a clinical app for patients, Doctor on Demand has features such as email, payment system, messaging, etc. that help doctors to manage their patients.

2. Social Health Networks or Peer-based health networks

This model allows people and medical professionals to share views and hold discussions on health-related issues. This model also allows the doctors to address people’s health issues without any geographical barrier, motivates people to share their health experiences, and facilitates health literacy. As people belonging to different age groups are well versed and active on social media, social health network serves as an effective solution to encourage people to look after their health and provide emotional support to others. Any platform based on this model can also push people to create awareness through health-related campaigns. 

This model also facilitates maximizing health-related conversations and allows the exchanging of information among patients, medical professionals, and doctors- one-to-many and many-to-many conversations between patients-patients, doctors-patients, doctors-doctors. Even though this model is still at its developing stage, it is sure to gain momentum because people are starting to be upfront about their health problems, especially mental health issues. Organizations following this model can also leverage health data and provide effective health solutions. HealthUnlocked is a social networking service that empowers patients and promotes relevant health-related content. It focuses on building online support groups where patients can give health recommendations and insights to other patients. Medikoe launched We, a social network that publishes health-related content from qualified doctors and allows patients to connect with doctors. It is like any other social media where people can follow health professionals, and search, share, like health-related articles. It also encourages people to take up health challenges and updates people on upcoming health campaigns. 

3. Proactive Intervention

Chronic diseases account for more than 55% of total deaths in India. Increasing awareness and the use of healthcare technologies are prompting people to opt for preventive healthcare services to manage unexpected health issues. Proactive care lessens the chances of health deterioration through active dialogues between doctors and patients. Telemedicine is one such way through which health outcomes can be improved. As it facilitates easier transmission of patient data and increased access to HCPs, it holds the potential to reduce the mortality rate in India. This instant healthcare service provider model also allows remote monitoring of patients as health records can be transmitted in no time. 

As the model is compatible with wearable sensors, medical information such as blood pressure, heart rate, etc. can be monitored easily which helps in the early detection of diseases such as asthma, hypertension, heart-related diseases. Fitness trackers that are compatible with mobile applications help people in monitoring their health data as well. Health Care Originals developed ADAMM, an intelligent asthma monitoring wearable system that is attached to the upper body. It detects symptoms of asthma attacks- body temperature, heartbeat, cough rate, etc. Rubi Life is a MedTech company that uses nanotechnology in an elastic maternity band to monitor fetal activity in high-risk pregnancies. It sends alerts to the mother’s phone in order to prevent premature births, stillbirths, and to also avoid negative outcomes.  

4. Personalised Medicine & genomics

This model aims to improve the effectiveness of medicine by leveraging the patient’s health history, genetic characteristics, and lifestyle. Personalized medicine, also known as precision medicine improves health outcomes without any side effects. The unique genetic composition of patients helps in predicting disease and curing it before it starts affecting the body. This model disrupts the one-size-fits-all model as it takes into consideration the genomic composition and forms a pattern by observing a body’s reaction to drug dosages, thus promising accuracy. 

This model also reduces the trial and error inefficiencies and proves to be beneficial for medical professionals as it can reduce the failure and cost of pharmaceutical trials.  

K&H Personalised Medicine Clinic is the only healthcare facility in Hyderabad, India that provides personalized healthcare based on genomics, DNA analysis, and a patient’s medical history. As the genes are affected by diet, exercise, stress levels, and environmental factors, the K&H clinic takes into consideration all these factors to form a proper treatment strategy.

Conclusion

The emerging healthcare delivery models are aiming for cost-effective solutions that can save time and instantly cater to patient needs digitally. The digital healthcare market is growing at a compound annual growth of 27.41% during 2019-2024, and according to a recent report by McKinsey Global Institute, telemedicine services in India have the potential to replace in-person consultations by 30-40%. This shows that people are appreciating contactless solutions and are used to immediate gratification. While some of the healthcare delivery models are still at their nascent stage in India, some are experiencing good growth. As digital health consumers are starting to demand more, the emerging healthcare models have to make sure that they cater to their diverse needs instantly and efficiently.  Moreover, as healthcare facilities are unevenly distributed, the upcoming healthcare delivery systems should also make sure to maximize their touchpoints in order to reach every corner of the country.

Know about our work in Digital Health and how we have helped clients such as Suraksha Diagnostics, Abbvie, Religare Health Insurance, and SBI Health Insurance build mobile and web applications improving their operational efficiency and customer experience.

Further Readings:

  1. Building Consumer Trust in the Digital Healthcare Era
  2. HealthTech 101: How are Healthcare Technologies Reinventing Patient Care
  3. Virtual health: Delivering care through technology
  4. How Mobile Micro-Health Insurance can unlock ‘Digital for Bharat’?

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Why Netflix Broke Itself: Was It Success Rewritten Through Platform Engineering?

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Let’s take a trip back in time—2008. Netflix was nothing like the media juggernaut it is today. Back then, they were a DVD-rental-by-mail service trying to go digital. But here’s the kicker: they hit a major pitfall. The internet was booming, and people were binge-watching shows like never before, but Netflix’s infrastructure couldn’t handle the load. Their single, massive system—what techies call a “monolith”—was creaking under pressure. Slow load times and buffering wheels plagued the experience, a nightmare for any platform or app development company trying to scale

That’s when Netflix decided to do something wild—they broke their monolith into smaller pieces. It was microservices, the tech equivalent of turning one giant pizza into bite-sized slices. Instead of one colossal system doing everything from streaming to recommendations, each piece of Netflix’s architecture became a specialist—one service handled streaming, another handled recommendations, another managed user data, and so on.

But microservices alone weren’t enough. What if one slice of pizza burns? Would the rest of the meal be ruined? Netflix wasn’t about to let a burnt crust take down the whole operation. That’s when they introduced the Circuit Breaker Pattern—just like a home electrical circuit that prevents a total blackout when one fuse blows. Their famous Hystrix tool allowed services to fail without taking down the entire platform. 

Fast-forward to today: Netflix isn’t just serving you movie marathons, it’s a digital powerhouse, an icon in platform engineering; it’s deploying new code thousands of times per day without breaking a sweat. They handle 208 million subscribers streaming over 1 billion hours of content every week. Trends in Platform engineering transformed Netflix into an application dev platform with self-service capabilities, supporting app developers and fostering a culture of continuous deployment.

Did Netflix bring order to chaos?

Netflix didn’t just solve its own problem. They blazed the trail for a movement: platform engineering. Now, every company wants a piece of that action. What Netflix did was essentially build an internal platform that developers could innovate without dealing with infrastructure headaches, a dream scenario for any application developer or app development company seeking seamless workflows.

And it’s not just for the big players like Netflix anymore. Across industries, companies are using platform engineering to create Internal Developer Platforms (IDPs)—one-stop shops for mobile application developers to create, test, and deploy apps without waiting on traditional IT. According to Gartner, 80% of organizations will adopt platform engineering by 2025 because it makes everything faster and more efficient, a game-changer for any mobile app developer or development software firm.

All anybody has to do is to make sure the tools are actually connected and working together. To make the most of it. That’s where modern trends like self-service platforms and composable architectures come in. You build, you scale, you innovate.achieving what mobile app dev and web-based development needs And all without breaking a sweat.

Source: getport.io

Is Mantra Labs Redefining Platform Engineering?

We didn’t just learn from Netflix’s playbook; we’re writing our own chapters in platform engineering. One example of this? Our work with one of India’s leading private-sector general insurance companies.

Their existing DevOps system was like Netflix’s old monolith: complex, clunky, and slowing them down. Multiple teams, diverse workflows, and a lack of standardization were crippling their ability to innovate. Worse yet, they were stuck in a ticket-driven approach, which led to reactive fixes rather than proactive growth. Observability gaps meant they were often solving the wrong problems, without any real insight into what was happening under the hood.

That’s where Mantra Labs stepped in. Mantra Labs brought in the pillars of platform engineering:

Standardization: We unified their workflows, creating a single source of truth for teams across the board.

Customization:  Our tailored platform engineering approach addressed the unique demands of their various application development teams.

Traceability: With better observability tools, they could now track their workflows, giving them real-time insights into system health and potential bottlenecks—an essential feature for web and app development and agile software development.

We didn’t just slap a band-aid on the problem; we overhauled their entire infrastructure. By centralizing infrastructure management and removing the ticket-driven chaos, we gave them a self-service platform—where teams could deploy new code without waiting in line. The results? Faster workflows, better adoption of tools, and an infrastructure ready for future growth.

But we didn’t stop there. We solved the critical observability gaps—providing real-time data that helped the insurance giant avoid potential pitfalls before they happened. With our approach, they no longer had to “hope” that things would go right. They could see it happening in real-time which is a major advantage in cross-platform mobile application development and cloud-based web hosting.

The Future of Platform Engineering: What’s Next?

As we look forward, platform engineering will continue to drive innovation, enabling companies to build scalable, resilient systems that adapt to future challenges—whether it’s AI-driven automation or self-healing platforms.

If you’re ready to make the leap into platform engineering, Mantra Labs is here to guide you. Whether you’re aiming for smoother workflows, enhanced observability, or scalable infrastructure, we’ve got the tools and expertise to get you there.

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