The Governance Gap
Fleet Agents Are Running India's Supply Chain. Without a Flight Recorder.
India's logistics sector is a ₹3 lakh crore market. Fleet agents manage routing, dispatch, maintenance scheduling, and compliance across millions of vehicles. EV adoption is accelerating — 3.5M+ EVs are already on Indian roads. These agents are making thousands of autonomous decisions every hour. But when a routing agent sends a fuel tanker through a congested urban corridor, or a maintenance agent defers a brake inspection by 48 hours, there is no reasoning trace. No audit trail. No flight recorder.
Our Approach
Agents Need Operations, Not Just Telematics
Most fleet tech vendors ship a dashboard and call it AI. Agentic fleet systems — where AI reasons across vehicles, routes, regulations, and infrastructure autonomously — need a fundamentally different governance architecture.
Fleet Agents Without Operations
- Deploy routing agent, no reasoning trace for route decisions
- Maintenance agent runs in isolation — no coordination with dispatch
- Driver safety agent flags reviewed manually, days later
- No central registry of agents across fleet operations
- E-way bill compliance is a separate manual process
- Hope the agent doesn't reroute through a restricted zone
Fleet Agents with Rotavision
- Every agent registered with autonomy level and fleet impact scope
- Reasoning capture for route optimisation decisions — why this route?
- Multi-agent coordination across routing + maintenance + compliance
- Driver safety agents with vernacular coaching in 22 languages
- Predictive maintenance agent explains failure predictions with sensor evidence
- Automated E-way bill and regulatory compliance with full audit trails
Where It Matters
Agentic AI for India's Roads
Not generic fleet software — autonomous agents solving the specific problems Indian fleet operators and OEMs face every day.
India's inter-state logistics is among the most complex in the world. A single truck moving goods from Bangalore to Delhi must navigate E-way bills for GST compliance, varied toll systems via Fastag, state border checkpoints, diverse road conditions ranging from six-lane expressways to single-lane rural roads, and weight restrictions that change by state. Fleet agents must coordinate across vehicles, warehouses, drivers, and regulatory checkpoints — making thousands of routing and dispatch decisions autonomously.
But when a routing agent reroutes 500 trucks away from an expressway, costing the fleet operator lakhs in delayed deliveries, there's no reasoning trace. Was it traffic data? A weather signal? A stale road-closure feed? Without reasoning capture, fleet operators can't debug decisions, optimise agent behaviour, or prove regulatory compliance. Multi-agent coordination — where routing, dispatch, and compliance agents work together rather than in silos — is what separates a telematics dashboard from an intelligent fleet.
Gati provides the fleet intelligence layer — routing, dispatch, and load optimisation built for Indian road conditions and regulatory complexity. Orchestrate manages the multi-agent lifecycle — registration, policy enforcement, reasoning capture, and coordination across all fleet agents — so every decision has a flight recorder.
India's fleet electrification is accelerating. 3.5 million EVs are registered, with FAME II and PM E-Drive subsidies driving commercial fleet adoption. But EV fleet management in India involves challenges that global solutions weren't built for: battery degradation varies dramatically in Indian heat conditions (ambient temperatures regularly exceeding 45°C), DISCOM integration for V2G is fragmented across states, depot charging optimisation must account for unreliable grid supply, and subsidy compliance requires meticulous documentation.
EV fleet agents manage charging schedules, battery health monitoring, range prediction, and electrification transition planning. A charging agent decides when and where to charge each vehicle in a 200-EV fleet. A battery health agent predicts degradation curves. A V2G agent decides when to sell power back to the grid. These agents must coordinate — charging decisions affect battery life, battery life affects range, range affects routing. When any of these agents makes a poor decision, the fleet operator needs to understand why.
Gati powers EV fleet intelligence — charging optimisation, range prediction, and electrification transition planning built for Indian conditions. Guardian monitors battery health agents and charging agents for drift and reliability, ensuring predictions degrade gracefully rather than catastrophically.
India mandates AIS 140 telematics for public transport and commercial vehicles — GPS tracking, emergency alerts, and driver behaviour monitoring. Integration with VAHAN (vehicle registration) and SARATHI (driving licence) databases is required for compliance. As vehicles become more autonomous, ADAS systems are making split-second decisions — emergency braking, lane departure intervention, collision avoidance. When an ADAS system makes a decision in an accident scenario, the reasoning must be explainable for insurance claims, regulatory investigations, and legal proceedings.
Driver safety agents add another layer: real-time fatigue detection, hours-of-service compliance, and behaviour coaching. In India, these agents must operate in 22 languages — a driver coaching agent that only speaks English is useless for 90% of India's truck drivers. OTA (over-the-air) software updates for connected vehicles introduce another trust challenge — every update must be verified before deployment, and its impact on vehicle behaviour must be monitored post-deployment.
Guardian provides reliability monitoring for ADAS systems and OTA updates — drift detection, safety envelope monitoring, and incident-grade audit trails. Vishwas makes agent decisions explainable — why did the ADAS brake? Why did the safety agent flag this driver? — in the language regulators and insurers need.
EV Intelligence
Powering India's Electric Transition
Purpose-built AI agents for the unique challenges of EV adoption in Indian conditions — extreme heat, fragmented grid infrastructure, and subsidy complexity.
Battery Intelligence
Agents that maximise battery life and minimise range anxiety under Indian operating conditions.
- Degradation prediction calibrated for Indian heat cycles
- Real-time range estimation accounting for road and traffic conditions
- Optimal charging recommendations with reasoning traces
- Second-life battery valuation and retirement planning
V2G Optimisation
Agents that turn EV fleets into grid assets — with explainable energy trading decisions.
- Off-peak charging scheduling with DISCOM tariff integration
- Grid sell-back optimisation with revenue-vs-degradation reasoning
- Battery health impact captured for every V2G decision
- Fleet-wide grid coordination across depots and states
Connected Vehicles
Trust Layer for Vehicle AI
As vehicles become software-defined, every autonomous decision — from ADAS braking to OTA updates — needs a trust layer with full reasoning capture.
ADAS Decision Explainability
Understand why the vehicle made specific decisions. Critical for incident investigation, insurance claims, and regulatory compliance under Indian motor vehicle law.
OTA Update Verification
Ensure over-the-air updates are safe and verified before deployment. Guardian-powered reliability monitoring tracks vehicle behaviour before and after every update.
Sensor Fusion Monitoring
Detect drift and degradation in sensor systems — particularly critical in Indian dust and heat conditions. Early warning before safety-critical failures.
AIS 140 & Regulatory Compliance
Telematics agents integrated with VAHAN and SARATHI databases. Automated compliance reporting with full audit trails for transport authorities.
Solution Package
Fleet Agent Intelligence Accelerator
A combined assessment, platform, and integration package for fleet operators and OEMs deploying AI agents across routing, maintenance, safety, and EV operations — with Bharat NCAP and AIS 140 compliance built in.
What's Included
Audit agent readiness across routing, maintenance, safety, and EV operations against Bharat NCAP, AIS 140, and MoRTH compliance requirements. Gap analysis with regulatory readiness roadmap.
Orchestrate + AgentOps configured for fleet operations — routing agents, maintenance agents, safety agents, and EV agents registered with autonomy boundaries and safety classification.
Pre-built connectors for India's vehicle registration (VAHAN), driver licence (SARATHI), and toll (FASTag) ecosystems. Agent governance alongside existing transport infrastructure.
AIS 140 telematics compliance, E-way bill automation, and inter-state permit management — with agent reasoning traces for every compliance decision. Audit-ready for transport authorities.
Battery health, charging optimisation, and fleet electrification planning agents with full reasoning capture. FAME/PM E-Drive subsidy compliance and V2G governance built in.
Platform Stack
India's roads carry the nation's economy.
The agents managing those roads need a flight recorder — not just GPS.
Platform
