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The Growth of Usage-Based Insurance in India

Usage-based insurance (UBI), or telematics insurance, is a type of auto insurance policy that considers the insured individual’s traditional auto insurance. It relies on general demographic information and historical claims data to determine premiums.

UBI uses real-time data from telematics devices or smartphone apps to assess risk and calculate premiums.

While it is still a relatively less used insurance product, several prominent insurance companies in India offer UBI:

  1. Bharti AXA General Insurance: Bharti AXA offers a telematics-based motor insurance policy called “DriveSmart.” This policy uses a smartphone app to collect data on driving behavior and offers discounts based on safe driving habits.
  2. ICICI Lombard General Insurance: ICICI Lombard offers a usage-based motor insurance policy called “Pay as You Drive.” It uses a telematics device installed in the insured vehicle to monitor driving behavior and provides premium discounts based on safe driving.
  3. HDFC ERGO General Insurance: HDFC ERGO provides a telematics-based motor insurance policy called “My: Health Drive.” 
  4. Reliance General Insurance: Reliance General Insurance offers a usage-based motor insurance policy called “Pay-As-You-Drive.” It uses a telematics device to track driving behavior and offers discounts based on the collected data.

How has the adoption of usage-based insurance grown in India?

The adoption of usage-based insurance (UBI) in India has steadily grown in recent years. While it is still a relatively new concept in the Indian insurance market, several factors have contributed to its increasing popularity:

  1. Technological Advancements: The widespread availability of smartphones and the advancement of telematics technology have made it easier and more cost-effective for insurance companies to implement UBI programs in India. Telematics devices and smartphone apps can now accurately collect and transmit driving data, enabling insurers to assess risk and calculate premiums based on individual driving behavior.
  2. Cost Savings Potential: One of the critical drivers for adopting UBI in India is the potential cost savings for policyholders. By incentivizing safe driving habits, UBI policies offer the opportunity for individuals to lower their premiums based on their driving behavior. This appeals to cost-conscious consumers who are looking for personalized insurance options.
  3. Increasing Awareness of Road Safety: India has been actively promoting road safety initiatives and campaigns in recent years to address the country’s high number of road accidents. UBI aligns with these efforts by encouraging responsible driving behaviors and offering rewards for safe driving. As individuals become more aware of the importance of road safety, the appeal of UBI policies grows.
  4. Shift in Consumer Preferences: With the advent of digital transformation and changing consumer expectations, there has been a shift in the way people perceive and interact with insurance. Customers now seek personalized and flexible insurance options that align with their lifestyles and preferences. UBI caters to this demand by offering tailored coverage and potential cost savings based on individual driving patterns.

While the adoption of UBI in India is still relatively modest compared to traditional insurance policies, it is expected to grow further as more insurance companies introduce UBI offerings as consumer awareness and acceptance continue to increase. 

Here are some suggestions to increase user adoption and usage of UBI in India:

  1. Consumer Awareness: Educate the customers about the benefits of UBI, such as personalized premiums, safe driving incentives, reduced frauds, and better claims management
  2. Subscription Options: At the initial stages of adoption, it is essential to help users with various payment structures to assuage fears. Similar to the “try and buy” and “cash on delivery” models adopted at the beginning of e-commerce shopping in India, companies can provide various types of UBI products to suit different customer segments and preferences, such as Pay as You Drive (PAYD), Pay How You Drive (PHYD), Pay as You Go (PAYG), and Distance-based Insurance.
  3. Transparency: This form of insurance relies on the free flow of data using technology to collect and analyze it. For example, with mobile apps, plug-in devices, GPS devices, onboard sensors, mileage detection, etc. Communication on how the data is used through videos, informational widgets, or notifications helps ensure the customer is aware of the data privacy and security measures undertaken by an insurer.
  4. Leveraging Channel Partners: UBI requires a robust ecosystem for easy adoption. Companies can partner with OEMs, dealers, aggregators, and other stakeholders for UBI distribution and service.

UBI is relatively new in India but is gaining popularity among car owners who want more control over their insurance costs. The way forward for UBI in India depends on several factors, such as adopting telematics technology, the regulatory framework, consumer awareness, and market competition. UBI has the potential to transform the car insurance industry in India by making it more transparent, fair and customer-centric

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Smart Manufacturing Dashboards: A Real-Time Guide for Data-Driven Ops

Smart Manufacturing starts with real-time visibility.

Manufacturing companies today generate data by the second through sensors, machines, ERP systems, and MES platforms. But without real-time insights, even the most advanced production lines are essentially flying blind.

Manufacturers are implementing real-time dashboards that serve as control towers for their daily operations, enabling them to shift from reactive to proactive decision-making. These tools are essential to the evolution of Smart Manufacturing, where connected systems, automation, and intelligent analytics come together to drive measurable impact.

Data is available, but what’s missing is timely action.

For many plant leaders and COOs, one challenge persists: operational data is dispersed throughout systems, delayed, or hidden in spreadsheets. And this delay turns into a liability.

Real-time dashboards help uncover critical answers:

  • What caused downtime during last night’s shift?
  • Was there a delay in maintenance response?
  • Did a specific inventory threshold trigger a quality issue?

By converting raw inputs into real-time manufacturing analytics, dashboards make operational intelligence accessible to operators, supervisors, and leadership alike, enabling teams to anticipate problems rather than react to them.

1. Why Static Reports Fall Short

  • Reports often arrive late—after downtime, delays, or defects have occurred.
  • Disconnected data across ERP, MES, and sensors limits cross-functional insights.
  • Static formats lack embedded logic for proactive decision support.

2. What Real-Time Dashboards Enable

Line performance and downtime trends
Track OEE in real time and identify underperforming lines.

Predictive maintenance alerts
Utilize historical and sensor data to identify potential part failures in advance.

Inventory heat maps & reorder thresholds
Anticipate stockouts or overstocks based on dynamic reorder points.

Quality metrics linked to operator actions
Isolate shifts or procedures correlated with spikes in defects or rework.

These insights allow production teams to drive day-to-day operations in line with Smart Manufacturing principles.

3. Dashboards That Drive Action

Role-based dashboards
Dashboards can be configured for machine operators, shift supervisors, and plant managers, each with a tailored view of KPIs.

Embedded alerts and nudges
Real-time prompts, like “Line 4 below efficiency threshold for 15+ minutes,” reduce response times and minimize disruptions.

Cross-functional drill-downs
Teams can identify root causes more quickly because users can move from plant-wide overviews to detailed machine-level data in seconds.

4. What Powers These Dashboards

Data lakehouse integration
Unified access to ERP, MES, IoT sensor, and QA systems—ensuring reliable and timely manufacturing analytics.

ETL pipelines
Real-time data ingestion from high-frequency sources with minimal latency.

Visualization tools
Custom builds using Power BI, or customized solutions designed for frontline usability and operational impact.

Smart Manufacturing in Action: Reducing Market Response Time from 48 Hours to 30 Minutes

Mantra Labs partnered with a North American die-casting manufacturer to unify its operational data into a real-time dashboard. Fragmented data, manual reporting, delayed pricing decisions, and inconsistent data quality hindered operational efficiency and strategic decision-making.

Tech Enablement:

  • Centralized Data Hub with real-time access to critical business insights.
  • Automated report generation with data ingestion and processing.
  • Accurate price modeling with real-time visibility into metal price trends, cost impacts, and customer-specific pricing scenarios. 
  • Proactive market analysis with intuitive Power BI dashboards and reports.

Business Outcomes:

  • Faster response to machine alerts
  • Quality incidents traced to specific operator workflows
  • 4X faster access to insights led to improved inventory optimization.

As this case shows, real-time dashboards are not just operational tools—they’re strategic enablers. 

(Learn More: Powering the Future of Metal Manufacturing with Data Engineering)

Key Takeaways: Smart Manufacturing Dashboards at a Glance

AspectWhat You Should Know
1. Why Static Reports Fall ShortDelayed insights after issues occur
Disconnected systems (ERP, MES, sensors)
No real-time alerts or embedded decision logic
2. What Real-Time Dashboards EnableTrack OEE and downtime in real-time
Predictive maintenance using sensor data
Dynamic inventory heat maps
Quality linked to operators
3. Dashboards That Drive ActionRole-based views (operator to CEO)
Embedded alerts like “Line 4 down for 15+ mins”
Drilldowns from plant-level to machine-level
4. What Powers These DashboardsUnified Data Lakehouse (ERP + IoT + MES)
Real-time ETL pipelines
Power BI or custom dashboards built for frontline usability

Conclusion

Smart Manufacturing dashboards aren’t just analytics tools—they’re productivity engines. Dashboards that deliver real-time insight empower frontline teams to make faster, better decisions—whether it’s adjusting production schedules, triggering preventive maintenance, or responding to inventory fluctuations.

Explore how Mantra Labs can help you unlock operations intelligence that’s actually usable.

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