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AI Agents for Logistics and Transportation

Operational Intelligence Across Every Movement

Create agents that monitor shipments, coordinate dispatch, prepare customs information, manage exceptions, and connect customers with live operational context — built with the permissions, audit trails, and approval points a real operation requires.

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The AI Agents Capability

Operating Context

How This Industry Operates

A logistics operation runs across systems that were never designed to talk to each other: a TMS holding orders, carrier portals reporting milestones in their own formats, telematics streaming from vehicles, customs platforms with their own deadlines, and an inbox absorbing everything else. The information needed to answer a status question or work an exception usually exists — spread across five screens, assembled by hand while the freight keeps moving.

Agents are built for exactly this shape of problem. They sit across those systems, maintain one live picture of every shipment, and carry the coordination work that currently interrupts dispatchers and service teams: answering enquiries with real tracking data, checking documents before pickup, preparing responses when something goes off plan. Commitments — an assignment, a filing, a promise to a customer — stay with your people, delivered as prepared decisions rather than raw alerts.

We build these as engineered systems: scoped permissions per agent, an audit trail of every read and action, and evaluation before anything changes in production.

Operational Challenges

Where the Work Slows Down

Constant Status Enquiries

Customers, brokers, and internal teams ask the same question all day — where is it — and each answer means checking a carrier portal, the TMS, and sometimes the driver. The people best placed to prevent problems spend their day reporting on them.

Route Disruption

Weather, port congestion, and road closures invalidate plans mid-transit. Replanning means reassembling restrictions, transit times, and downstream commitments under time pressure, for one shipment after another.

Delivery Exceptions

A failed delivery or damage report sets off a scramble: find the affected orders, work out recovery options, notify the customer — often hours after the first signal appeared in a tracking feed.

Manual Document Checks

Bills of lading, commercial invoices, and customs declarations are checked by hand against shifting requirements. One missing field surfaces at the border, where it is most expensive to fix.

Disconnected Carrier Data

Every carrier reports differently — API, EDI, portal, emailed spreadsheet — so no single view of in-transit freight exists. Teams stitch the picture together manually, and it is stale by the time it is complete.

Fleet Maintenance Coordination

Service schedules compete with dispatch demand, and inspection deadlines carry compliance consequences. Without coordination, maintenance either steals capacity or gets deferred until a breakdown decides the timing.

Purpose-Built Agents

Six Agents Designed Around This Work

Shipment Visibility Agent

Keeps every shipment's position, milestones, and ETA current in one live picture — and answers status questions from it.

Responsibilities

Receives status requests from customers, brokers, and internal teams across email, portal, and chat channels

Retrieves live position, milestone, and ETA data from carrier APIs, GPS feeds, and the TMS

Prepares plain-language status responses with the underlying tracking events attached

Updates CRM records and customer-facing tracking pages when milestones change

Flags shipments whose reported position contradicts the planned route for operator review

TMS, carrier APIs, GPS telematics, CRM, communications

Any commitment beyond the carrier-reported ETA — a promised delivery window, a goodwill gesture — is drafted for a service agent to approve and send.

Dispatch Coordination Agent

Matches ready loads to available drivers and equipment while keeping the dispatch board consistent as conditions change.

Responsibilities

Checks driver hours-of-service, vehicle availability, and load requirements before proposing an assignment

Prepares dispatch instructions with pickup windows, dock details, and handling notes for each load

Routes proposed assignments into the dispatcher's queue ranked by departure urgency

Records assignments, reassignments, and the reasons behind them in the TMS

TMS, fleet management, driver apps, communications

Dispatchers confirm every assignment before it reaches a driver — the agent proposes and sequences, it never commits equipment on its own.

Route Planning Assistant

Compiles restrictions, transit times, and cost inputs into route options a planner can compare side by side.

Responsibilities

Retrieves road restrictions, border wait times, and weather advisories along candidate corridors

Checks proposed routings against vehicle dimensions, hazmat rules, and delivery time windows

Prepares route comparisons covering transit time, tolls, and compliance constraints in one view

Drafts revised routings when a disruption invalidates the plan, marked with what changed and why

TMS, mapping and traffic data, fleet management, weather and advisory feeds

Route selection remains a planner decision; the assistant assembles and compares options but never commits a vehicle to a routing.

Exception Management Agent

Detects shipments drifting off plan and coordinates the response before a delay becomes a missed commitment.

Responsibilities

Monitors tracking events, dock scans, and driver reports for signals that a shipment is off plan

Retrieves the affected orders, customer commitments, and downstream connections for each exception

Prepares a response plan — recovery options, revised ETAs, notification drafts — for the operations lead

Routes each exception to the right owner by lane, customer tier, and severity

Records the full exception timeline, from first signal to resolution, for later review

TMS, WMS, carrier APIs, CRM, communications, analytics

Recovery actions carrying cost or customer impact — re-booking a carrier, authorizing a redelivery — execute only after an operations lead approves the plan.

Customs Documentation Agent

Assembles and verifies cross-border paperwork ahead of the border, not after a hold.

Responsibilities

Receives shipment data — commodity codes, declared values, origins, consignee details — from the TMS and order systems

Checks declarations, commercial invoices, and certificates against the destination country's requirements

Prepares filing-ready document packs and flags missing or inconsistent fields with the specific discrepancy named

Updates document status in the TMS as each item is verified, filed, or returned for correction

TMS, customs and trade documentation platforms, ERP, document storage

A licensed broker or trade compliance officer reviews and submits every filing; the agent prepares and verifies but never lodges a declaration itself.

Fleet Maintenance Agent

Tracks service schedules, inspections, and defect reports so maintenance happens in the yard rather than on the roadside.

Responsibilities

Monitors odometer readings, engine fault codes, and inspection due dates across the fleet

Checks upcoming service needs against dispatch schedules to find windows that do not cost a load

Prepares work orders with fault history and parts availability attached

Routes urgent defect reports — brakes, tires, lighting — to the maintenance manager immediately

Records completed work, costs, and downtime against each vehicle's history

Fleet management, telematics, maintenance systems, parts inventory, scheduling

Taking a vehicle out of service or approving repair spend stays with the fleet manager; the agent surfaces the need and prepares the paperwork.

Example Workflow

One Request, End to End

Shipment Created

A new shipment enters the TMS and the agent pulls order details, service level, and special handling requirements.

Documents Checked

Customs, carrier, and delivery paperwork is verified against destination requirements, with gaps flagged before pickup.

Route and Capacity Assigned

Route options and equipment matches are prepared; a planner confirms the assignment and dispatch instructions go out.

Movement Monitored

Position, milestone, and telematics data stream in from carriers and vehicles, checked continuously against the plan.

Exception Detected

A late departure, missed scan, or route deviation raises an alert with the affected orders and commitments attached.

Response CoordinatedHuman approval

Recovery options are prepared and routed to the operations lead, who approves the plan before any action executes.

Customer and Systems Updated

Revised ETAs, tracking events, and resolution notes are written back to the TMS, CRM, and customer channels.

Systems Landscape

Connected to the Systems That Run the Work

Transportation Management

Oracle Transportation Management

MercuryGate

or a custom TMS

Warehouse Management

Manhattan

Blue Yonder

or an in-house WMS

Fleet and Telematics

Samsara

Geotab

Motive

or another telematics platform

Carrier and Tracking APIs

project44

FourKites

or direct carrier and GPS integrations

CRM and Communications

HubSpot

Salesforce

Slack

or Microsoft Teams

Analytics and Reporting

Power BI

Looker

or an internal data warehouse

Human Control & Governance

Control, Audit, and Escalation by Design

Logistics runs on commitments — pickup windows, customs deadlines, delivery promises — and an agent acting near them needs the same controls as the people who make them. Every agent we build operates within defined permissions, records what it read and why it acted, and hands off to a named person the moment a decision carries cost or customer impact. Nothing commits equipment, submits a filing, or promises a delivery window without a human in the approval path.

Controls Built Into the Architecture

Role-based permissions per agent and per system

Approval checkpoints before dispatch and carrier commitments

Human submission of all customs filings

Complete audit trail of reads, actions, and handoffs

Data boundaries between carriers, customers, and partners

Evaluation suites run before any workflow change ships

Live monitoring with drift and anomaly alerts

Safe fallback to a dispatcher or service agent

Explore

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Questions

Frequently Asked Questions

How do agents connect to a TMS, carrier APIs, and legacy systems?

Through the interfaces those systems already expose — REST APIs, EDI, database views, or file drops where nothing better exists. We start read-only to build the live picture, then add write access one permission at a time as approval workflows are proven. A carrier with no API is handled through structured document parsing rather than left out of the picture.

What stays with our people?

Every commitment: dispatch assignments, carrier bookings, customs submissions, repair spend, and any promise made to a customer. Agents detect, prepare, and route; your dispatchers, planners, and brokers decide. When an agent reaches the edge of its permissions, a named person receives the case with full context — not a raw alert.

How is shipment and customer data protected?

Agents operate inside your systems under scoped credentials, so data stays where it already lives. Boundaries between customers, carriers, and partners are enforced at the retrieval layer — an agent answering one shipper's status question cannot read another shipper's manifests. Every read and write is logged for audit.

Where should a logistics operation start?

With the workflow that consumes the most coordination time — for most operations that is status enquiries or document checks. We map it end to end, connect the systems it touches, and run the agent alongside your team until its output holds up under real traffic. Dispatch and exception handling follow once that foundation is trusted.

Map One Workflow With Us

Pick the workflow that eats the most coordination time — status enquiries, document checks, exception handling — and we will map it end to end: the systems it touches, the decisions that stay human, and what an agent can carry. You leave with a concrete build plan, whether or not we build it together.

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