62% improvement in MTTR and 20K vehicles connected: how a leading 3-wheeler cargo EV manufacturer turned compliance into competitive advantage

Industry: Automotive, electric vehicles

Segment: 3-wheeler cargo EV OEM

Scale: One of India's largest 3-wheeler manufacturers, with a growing EV product portfolio

Vehicles connected: 20,000+

Product deployed: Tor Equip

Headline result: 62% improvement in MTTR


The client

The client is a market leader in India's commercial 3-wheeler segment, with a long-established presence. As India's EV transition gathered pace, it launched a cargo EV line to meet rising fleet demand.

The new line carried two kinds of risk. Subsidy eligibility depended on strict regulatory compliance. And a new product in a punishing commercial duty cycle had to prove its reliability in the field, fast.


The challenge

Compliance came first. At launch, the line had to meet FAME-II guidelines, which required real-time vehicle tracking and continuous data submission to government portals as a condition of subsidy. Across a large and growing fleet, any gap meant financial and reputational exposure.

The product had little field history. Load patterns, charging behaviour and duty cycles varied widely across geographies and fleet types. Engineering had limited visibility into how vehicles actually performed after delivery.

Fixes were slow and expensive. Problems found after launch needed technicians on site. Pushing a firmware correction across thousands of vehicles meant service campaigns that ran for weeks.

Fleet owners were flying blind. They had no live view of vehicle health, battery status or driver behaviour. Breakdowns were handled after the fact, and reliability doubts slowed EV adoption among cost-focused operators.


The solution

Tor.ai deployed Tor Equip across the entire cargo EV fleet, connecting 20,000 vehicles to one platform. Compliance was in place from day one: automated data submission to government portals removed audit exposure and protected subsidy eligibility.

The same data stream did more than satisfy a regulator. Live readings from 20,000 vehicles gave the OEM field intelligence that no test track could replicate.

  • Real-world performance monitoring: battery behaviour, range, state of health and load cycles, captured continuously across geographies and use cases
  • BMS monitoring: continuous battery management data to spot degradation patterns and intervene before failure
  • Remote diagnostics: fault identification and root-cause analysis done remotely, so technicians arrive with the right fix, or don't need to go at all
  • FOTA (firmware over-the-air): firmware and software issues fixed remotely, with no dealer visits, recalls or service campaigns
  • Fleet owner visibility: live location, battery state of charge, driver behaviour, geofencing, idle alerts and predictive maintenance scheduling, on web and mobile

The results

62% improvement in MTTR, the result of three things working together: faster remote diagnosis, FOTA fixes in place of service campaigns, and fewer physical service visits. Issues that once needed a technician and weeks to close were resolved remotely, at fleet scale.

20,000 vehicles connected, giving the OEM continuous compliance reporting, fleet-wide visibility and a product intelligence feed that grows more valuable with every operating cycle.

Beyond the headline metrics:

  • Compliance without gaps: FAME-II data submission ran continuously across the full fleet for the life of the scheme, with no subsidy or audit exposure
  • Fixes without truck rolls: firmware and software issues were corrected over the air, with no recalls or dealer-led service campaigns
  • Engineering decisions backed by field data: battery, range and load-cycle data from real operating conditions now feeds the product roadmap, replacing assumptions with evidence
  • Earlier battery intervention: BMS monitoring flags degradation before it becomes a breakdown, protecting both uptime and warranty cost
  • A stronger pitch to fleet buyers: operators get live health, battery and driver data, turning EV reliability from a doubt into a selling point

The mandate was compliance. The return was a connected fleet that diagnoses itself, fixes itself over the air, and tells engineering what to build next.

Launching or scaling an EV line? Talk to our OEM team about connecting your fleet with Tor Equip.