Logistics10 weeks to production

Agentic TMS Platform with Multi-Agent Dispatch

Built a full TMS dispatch application with a built-in MCP server and orchestrating AI agent managing four specialized sub-agents: dispatch, safety, accounting, and workflow integration.

84%

Dispatch Automation Rate

National Freight Carrier

The Challenge

A national freight carrier was running dispatch operations across 12 terminals with 40+ dispatchers making manual decisions on load assignments, route optimization, and carrier compliance. Each dispatcher handled 80-120 loads/day with inconsistent decision quality, missed optimization opportunities, and 6-hour average time-to-dispatch for complex multi-stop loads.

Our Solution

We built a complete TMS dispatch application with an embedded MCP server that exposes every system capability as a structured tool. The orchestrating AI agent coordinates four specialized sub-agents, each with scoped permissions and domain expertise.

System Architecture

1

Orchestrator Agent

Central coordinator with full system visibility. Routes tasks to sub-agents, resolves conflicts, handles escalation to human dispatchers.

2

Dispatch Sub-Agent

Load matching, route optimization, carrier selection. Accesses rate databases, GPS feeds, and capacity planners through MCP tools.

3

Safety Sub-Agent

FMCSA compliance checking, HOS validation, insurance verification, hazmat routing. Blocks non-compliant assignments before they happen.

4

Accounting Sub-Agent

Rate confirmation, invoice generation, margin analysis, detention tracking. Real-time P&L per load.

5

Workflow Sub-Agent

EDI integration, customer notifications, appointment scheduling, document management. Connects to 15+ external systems via MCP.

Results

84% of loads dispatched without human intervention
Time-to-dispatch reduced from 6 hours to 8 minutes for complex loads
Compliance violations dropped to zero in first 90 days
Revenue per truck increased 23% through better load optimization
Dispatcher headcount refocused from 40 to 12 -- handling exceptions and relationships

We didn't replace dispatchers. We gave 12 of our best people superpowers and let agents handle the other 28 desks.

VP of Operations | National Freight Carrier

Technology Stack

Multi-AgentMCP ServerLangGraphNext.jsPostgreSQLRedis

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