Mobility Operations Intelligence:
Fleet, EV, Ports and Last-Mile AI.
Fleet telematics, EV charging network management, predictive maintenance, port terminal intelligence and last-mile logistics, powered by Condense real-time data engineering, AssetSight and a strategic partnership with Bosch Mobility Solutions for global automotive and mobility programmes. We don't treat mobility as a side practice, Infarsight's Mobility COE is a dedicated capability unit built for the operational complexity of fleets, ports and intelligent transport.
What is Mobility Operations Intelligence?
Mobility operations intelligence applies agentic AI and real-time data engineering to fleet management, EV charging networks, last-mile logistics and connected vehicle programmes. It connects telemetry, dispatch systems, IoT infrastructure and operational data into a unified intelligence layer, enabling predictive maintenance, route optimisation, port terminal coordination and vehicle health monitoring at enterprise scale.
Every mobility segment has different data, different assets and different operational pressures.
Fleet Operations and Predictive Dispatch
Predictive dispatch based on live vehicle health, location and availability. Fleet health scoring, maintenance prediction and route optimisation across conventional and EV fleets, powered by AssetSight and Condense telemetry pipelines.
- Live telemetry ingestion from vehicle OBD/CAN bus, IoT sensors and telematics platforms
- Predictive maintenance alerts from vibration, temperature and pressure anomaly detection
- Dispatch optimisation driven by vehicle health, remaining range and route suitability
- Fuel efficiency analytics and driver behaviour scoring
- 34% fuel consumption reduction via intelligent routing and dispatch
- 97% on-time dispatch reliability across monitored fleets
- Failures predicted days ahead, maintenance planned, not emergency
- Zero dark fleet, every asset emitting a live signal at all times
EV Network Management
Charging network state management, real-time availability, session monitoring, demand forecasting, fault detection and battery health degradation tracking across distributed EV infrastructure. Charging schedules optimised against operational demand and grid costs.
- Real-time charging network state, availability, active sessions, fault detection and alerts
- Battery health tracking and degradation modelling across fleet vehicles
- Demand forecasting to align charging schedules with operational requirements
- Range impact calculation per vehicle before dispatch assignment
- No EV dispatched without sufficient range for its assigned route
- Charging costs optimised against off-peak grid pricing continuously
- Battery degradation visible before it impacts operational range
Ports and Logistics Intelligence
Berth scheduling, gate operations, container dwell time reduction and port command centers, connected across vessel tracking, equipment sensors, gate systems and ERP platforms. Built with Bosch MPS for complex port intelligence programmes.
- Berth scheduling and conflict resolution from vessel AIS, ETA feeds and berthing requests
- Gate management, FASTag/RFID/ANPR automation, biometric authentication and compliance integration
- Container tracking and dwell time analytics with predictive staging logic
- Port command center, unified operational view with real-time digital twin and ERP integration
- Berth conflicts resolved before vessel arrival, not after disruption
- Dwell time reduction through predictive staging and automated gate ops
- Port management teams operate from a single live operational view
Last-Mile Logistics and Software-Defined Vehicle
AI-driven route optimisation, delivery sequence automation, real-time exception handling and customer notification for last-mile operations. Connected vehicle intelligence and predictive quality systems for OEM vehicle intelligence programmes.
- Route optimisation with real-time traffic, load conditions and customer SLA constraints
- Delivery sequence automation and exception handling at scale
- Connected vehicle data pipelines from OEM sources for intelligence and quality programmes
- CO₂ emissions tracking and fuel and energy management analytics
- Reduced CO₂ emissions through route and energy optimisation
- Better fleet utilisation from demand-supply matching intelligence
- Lower fleet and logistics costs from predictive and route optimisation
Bosch Mobility Solutions
Infarsight is a strategic technology partner for Bosch Mobility Platform and Solutions, delivering data engineering, agentic AI and operational intelligence for Bosch's global mobility programmes across fleet management, port operations, last-mile logistics and EV infrastructure.
bosch-mps.com ↗AssetSight — continuous intelligence across every asset.
AssetSight
Continuous intelligence across fleets, vehicles and infrastructure, using telemetry, anomaly detection and predictive signals so failures are detected before they impact operations. From IoT ingestion to automated maintenance dispatch in one connected system.
Explore AssetSight →Frequently asked questions: Mobility Operations AI
What is AI for fleet operations?
AI for fleet operations uses real-time telemetry and machine learning to optimise dispatch decisions, predict vehicle faults before breakdown, monitor driver behaviour and reduce fuel consumption. Unlike scheduling software that plans routes at the start of a shift, fleet operations AI re-optimises continuously, adjusting assignments as vehicle health changes, traffic conditions shift and delivery priorities update throughout the day. Infarsight clients achieve up to 34% fuel reduction and 97% on-time dispatch reliability.
What is Infarsight's approach to AI for ports and logistics?
Agentic AI for ports uses real-time vessel AIS data, berth constraints, yard capacity and equipment availability to optimise berth allocation, container staging and gate throughput continuously, not just at the start of each shift. When a vessel runs late, the system automatically re-sequences berth allocation and yard operations to minimise the cascade of delays. Reference clients include Ports America and Adani Ports and Logistics.
How does the Bosch MPS partnership expand Infarsight's mobility capability?
Bosch Mobility Solutions (Bosch MPS) is Infarsight's strategic technology partner for connected vehicle and software-defined vehicle programmes. Through this partnership, Infarsight provides data engineering, agentic AI and platform engineering capacity for automotive OEM programmes globally, extending Infarsight's mobility capability into vehicle intelligence, ADAS data platforms and connected car programmes for Bosch's automotive client base.
Ready to build intelligent mobility operations?
We begin with a Mobility COE assessment, mapping your fleet telemetry coverage, operational gaps and highest-value automation opportunities.
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