Fleet Management

AI for Fleet Management

TMI builds the operations infrastructure fleet companies never had - autonomous dispatch, route optimization that actually adapts in real time, predictive maintenance before breakdowns happen, and driver compliance that does not require a separate compliance team.

Start with The Audit - $997 →
$800B
US trucking industry
15%
Fuel waste from suboptimal routing
35%
Of fleets experience preventable breakdowns
$87B
Annual fleet maintenance costs
What TMI Builds

Six systems. Built for fleet operations.

Custom infrastructure that connects dispatch, maintenance, compliance, and cost tracking into one operating layer - not another dashboard your dispatchers have to manage manually.

Dispatch

Autonomous Dispatch and Route Optimization

Assigns jobs to drivers based on real-time location, availability, load capacity, certification, and customer time windows. Routes update dynamically as conditions change - traffic, new pickups, cancellations - without a dispatcher manually reassigning. More deliveries per driver per day with less fuel burned.

Maintenance

Predictive Maintenance Alerts

Monitors vehicle telemetry - engine diagnostics, brake wear trends, tire pressure, transmission behavior - and identifies failure patterns before breakdowns happen. A roadside breakdown costs three to five times more than a scheduled shop visit. Predicting failures eliminates emergency repairs, towing costs, and missed deliveries.

Compliance

Driver Compliance and HOS Tracking

Monitors Hours of Service compliance, license and certification expiration, vehicle inspection requirements, and safety protocol adherence. Flags violations before they become citations. Generates compliance reports automatically. When a DOT audit happens, you produce records in minutes instead of spending days assembling log books.

Tracking

Real-Time Asset and GPS Tracking

Connects to your telematics data and builds a live asset map showing vehicle location, status, and utilization in real time. Idle assets are flagged automatically. Unauthorized movement triggers alerts. The dispatch system uses live location data to assign the closest qualified asset to each job without dispatcher involvement.

Maintenance

Preventive Maintenance Scheduling

Generates maintenance schedules based on mileage, engine hours, and predictive risk signals from each vehicle. Service windows are scheduled during planned downtime rather than in response to failures. Parts orders are triggered automatically before the service date so the vehicle does not sit in the shop waiting for a part to arrive.

Finance

Fleet Cost Analytics and Reporting

Tracks cost per mile, fuel efficiency, maintenance cost per vehicle, driver performance, and route profitability in one dashboard. Identifies which vehicles are underperforming and which routes are unprofitable. Reports are generated automatically for ownership review without anyone manually pulling data from multiple systems.

How TMI Compares

Operations infrastructure. Not another telematics dashboard.

Capability TMI Samsara Fleetio Motive (KeepTruckin)
Autonomous dispatch with dynamic re-routing Built to your job types and constraints Tracking only - no dispatch automation Not available Not available
Predictive maintenance from telemetry Failure prediction per vehicle Basic diagnostic alerts Scheduled maintenance reminders Basic fault code alerts
Driver HOS compliance enforcement Automated monitoring and violation escalation ELD compliance logging Not available ELD compliance logging
Route profitability analytics Cost per route with driver and fuel breakdown Not available Not available Not available
Integration with existing ELD systems Connects to your existing provider Requires Samsara hardware Multiple ELD integrations Requires Motive hardware
Mixed fleet asset management All asset types with custom rules per type Primarily commercial vehicles All vehicle types Primarily commercial vehicles
Automated compliance report generation Reports auto-generated for DOT audits Manual export required Not available Manual export required
Custom-built vs off-the-shelf Built for your fleet operation Generic platform Generic platform Generic platform
How It Works

Three steps from audit to live fleet operations.

01

The Audit - $997

We map your current dispatch workflow, telematics setup, maintenance process, compliance gaps, and fuel cost exposure. You get a complete operational analysis, quantified cost savings projection, and a specific build plan for your fleet. The $997 applies toward your project if you move forward.

02

Build

TMI builds the dispatch automation, predictive maintenance models, and compliance tracking against your actual fleet data - your vehicle types, routes, customer requirements, and existing telematics systems. Three to six weeks. Built to the way your fleet operation actually runs, not adapted from a generic template.

03

Install and Hand Off

Systems go live. Dispatchers, drivers, and maintenance staff get trained on the controls. One to two weeks. Dispatch automation shows immediate results from the first week. Predictive maintenance accuracy improves over 60 to 90 days as models learn your fleet's patterns. You own the infrastructure with no per-seat fees.

FAQ

Questions about AI for fleet management.

The most impactful AI systems for fleet management are predictive maintenance - preventing breakdowns before they strand assets on the road - and autonomous dispatch with route optimization that reduces fuel consumption and driver idle time. Together, these two systems address the two largest cost categories in fleet operations. Most operators see the project return inside the first year from fuel savings and maintenance cost reduction alone.

Autonomous dispatch assigns jobs to drivers based on real-time location, availability, load capacity, driver certification, and customer time windows. The system optimizes routes dynamically as conditions change - traffic, new pickups, cancellations - without a dispatcher manually reassigning. Your dispatchers stop spending their day on phone calls and spreadsheets and start managing exceptions instead of routine assignments.

TMI builds predictive models that monitor vehicle telemetry - engine diagnostics, brake wear, tire pressure trends, transmission behavior - and identify failure patterns before breakdowns happen. A roadside breakdown costs three to five times more than a scheduled shop visit when you factor in towing, emergency repair rates, and the delivery that does not get made. Predicting failures and scheduling maintenance during planned downtime eliminates those costs.

Driver compliance tracking monitors Hours of Service regulations, license and certification expiration, vehicle inspection requirements, and safety protocol adherence. The system flags violations before they become regulatory issues and generates compliance reports automatically. When a DOT audit happens, you produce records in minutes instead of spending days assembling log books from multiple sources. Compliance stops being a scramble.

Samsara is hardware and software your team manages. TMI builds systems that run your fleet operation. Samsara provides data and dashboards - your dispatchers still make the decisions. TMI builds the automation layer that acts on that data: dispatch assignments happen automatically, maintenance alerts trigger work orders, compliance violations escalate before they become citations. TMI is built around your specific operation and routes, not a generic fleet platform.

Yes. TMI builds fleet systems that handle mixed asset types - trucks, vans, specialty equipment, trailers - with different maintenance schedules, compliance requirements, and dispatch rules for each asset type. The dispatch system understands load capacity and job requirements and matches the right asset to each job automatically. Each asset type gets its own maintenance model and compliance tracking rules.

Yes. TMI integrates with existing ELD providers and pulls HOS data into the compliance monitoring layer. If you have an existing telematics provider, TMI builds on top of that data rather than requiring you to replace it. The goal is to connect the data you already have into a unified system that acts on it automatically - not to add another hardware layer to your operation.

Most fleet operators are fully operational in 6 to 10 weeks. The Audit takes two weeks to map your current dispatch process, telematics setup, maintenance workflows, and compliance gaps. Build runs three to six weeks depending on fleet size and integration complexity. Installation and driver onboarding takes one to two weeks. Dispatch automation shows measurable results from the first week of operation.

Every engagement starts with The Audit at $997. The Audit maps your current operation, quantifies your fuel waste and maintenance cost exposure, and produces a specific build plan with ROI projections. Full project scope is determined after the Audit based on fleet size, existing systems, and the capabilities prioritized. The $997 applies toward your project if you move forward.

TMI connects to your telematics and GPS data and builds a live asset map that shows vehicle location, status, and utilization in real time. Idle vehicles are flagged automatically. Unauthorized movement triggers alerts. Asset utilization reports show which vehicles are underused and which are being overworked. The dispatch system uses live location data to assign the nearest available and qualified asset to each job without dispatcher intervention.

Get Started

Start with The Audit.

Two weeks. A complete map of your fleet operation, fuel waste quantified, maintenance exposure identified, and a specific build plan. $997 - applies toward your project if you move forward.

Start with The Audit - $997 →
Explore Further

Related pages

Industry Fleet Industry Page →Systems Fleet & Asset Tracking System →Systems Predictive Maintenance System →Field Notes Best AI Fleet Management Software →Get Started Start with The Audit →