Logistics / 3PL practice

Fewer exceptions worked by hand. Faster status. Cleaner billing.

Logistics teams spend expensive attention moving information between shippers, carriers, warehouses and finance. We find the workflows where that coordination can run on agents, keep people on the exceptions that need judgment, and measure the result per shipment.

Built for: COO · VP Operations · Head of Customer Operations · Head of Transformation

Assess a Workflow Book an AI Operating Leverage Audit call

The operating reality

Margins are thin, volume swings with the market, and customers expect real-time answers. Most of the cost that does not show up in the TMS shows up in the inbox: status requests, missing documents, appointment changes and billing disputes worked one email at a time.

Most operators already pay for AI in some form. The question is which of these workflows it should run, what it must never do on its own, and how you will know the cost per shipment actually moved.

Workflows

Where the leverage hides

For each workflow: how it runs today, what agents and plain automation take over, and where people keep the judgment.

Shipment exception management

Today: Coordinators watch tracking feeds, carrier emails and portal alerts, decide which delays matter, then call or email the carrier and the customer.
Agents and automation: Agents monitor tracking events, classify exceptions by type and customer impact, draft carrier and customer messages, and open the case with the facts already gathered.
People keep: Coordinators decide on re-routing, expedites, cost approvals and anything that touches a key account relationship.

Measured by: Exceptions handled per coordinator · Time from event to customer notice · Missed or late exception notices

Proof of delivery and document processing

Today: PODs, BOLs and lumper receipts arrive as scans and photos. Someone reads each one, matches it to a load and keys the fields into the TMS.
Agents and automation: Extraction reads the document, matches it to the load, validates signatures, dates and quantities, and writes back to the TMS.
People keep: People review low-confidence reads, damaged or disputed deliveries, and anything that changes what the customer is billed.

Measured by: Documents processed per hour · Field error rate · Days from delivery to billable

Status communications

Today: Customer service answers “where is my shipment?” by looking up the load in two or three systems and writing a reply.
Agents and automation: An agent answers routine status requests from live TMS and carrier data, and sends proactive updates on the events customers care about.
People keep: Service reps own escalations, service failures and conversations where tone and commercial judgment matter.

Measured by: Status requests resolved without a person · First-response time · Inbound status volume per account

Carrier and customer coordination

Today: Appointment scheduling, tender follow-ups and accessorial approvals run through email threads and phone calls that one person tracks in their head.
Agents and automation: Agents chase tender responses, propose appointment times, track open requests and remind the right party before a deadline passes.
People keep: Planners choose carriers, approve accessorials above a threshold and handle any negotiation.

Measured by: Open coordination items per planner · Tender acceptance cycle time · Missed appointment rate

Quote and rate support

Today: Sales and pricing staff pull lane history, current rates and fuel tables from several sources before they can answer a spot quote.
Agents and automation: An agent assembles lane history, recent rates and the request details into a draft quote package within the pricing rules you set.
People keep: Pricing owns the rate, the margin and the decision to quote at all.

Measured by: Quote turnaround time · Quotes prepared per analyst · Win rate on quoted lanes

TMS, WMS, ERP and CRM system bridging

Today: Staff export from one system, fix the data in a spreadsheet and re-enter it in another, then message the team that it is done.
Agents and automation: Integrations and agents move records between systems, reconcile differences, and keep status in sync with an audit trail.
People keep: People resolve conflicts the rules cannot settle and own the master data.

Measured by: Manual re-keying hours · Records out of sync · Cycle time between systems

Freight invoice audit and reconciliation

Today: Billing teams compare carrier invoices to rates, PODs and accessorial approvals line by line, then dispute the differences.
Agents and automation: Automated matching compares each invoice to the contract rate and supporting documents, flags variances and drafts the dispute.
People keep: Finance approves disputes, write-offs and any payment outside tolerance.

Measured by: Invoices audited per FTE · Overpayment recovered · Days to close a dispute

Operations inbox triage

Today: Shared inboxes collect tenders, updates, complaints and spam. Senior staff read everything to find the few items that need action.
Agents and automation: Agents classify, de-duplicate and route each message, resolve the routine ones, and summarize what is waiting for a decision.
People keep: Team leads decide on priorities and handle anything sensitive or unusual.

Measured by: Attention hours recovered · Time to route · Items missed or answered late

What we measure

Every workflow gets a baseline before anything changes.

Cost per shipment handled
Exceptions handled per coordinator
Time from delivery to invoice
First-response time on status
Error and re-bill rate

Risks and controls

Risks and the controls that address them
Risk	Control
An agent tells a customer something wrong about a shipment.	Answers come only from live system data, with confidence thresholds. Anything uncertain goes to a person.
Automated billing changes create disputes or revenue leakage.	Agents draft billing changes; finance approves anything outside tolerance. Every change is logged.
Carrier or customer data reaches a system it should not.	Each agent reads only the systems and fields its role needs, with access reviewed before go-live.
The workflow breaks when a carrier portal or format changes.	Monitoring and stop conditions pause the workflow and fall back to the manual process.

How we would approach it

An example workflow design

This is illustrative. It shows how responsibilities split between systems, automation, agents and people. It is not a client result.

Shipment exception desk

Trigger: A tracking event shows a missed pickup, late delivery or status gap.

Reference architecture

An illustrative design showing how we would approach the workflow. Not a client result.

1SystemTMS and carrier APIs stream tracking events.
2AutomationRules filter routine events and match the rest to the load, customer and service level.
3AgentClassifies the exception, gathers context and drafts the carrier and customer messages.
4AutomationValidates the draft against live data and the customer's communication rules.
5HumanCoordinator approves, edits or escalates. Cost and routing decisions stay here.
6SystemTMS is updated and the outcome is logged for measurement.

Controls

Agent can send routine notices only for named customers
Any cost above a threshold needs coordinator approval
Low-confidence classifications route to a person
Full log of event, draft, approval and send

What we would measure

Exceptions per coordinator per day
Event-to-notice time
Late or missed notices
Cost per shipment handled

Related use cases

Assess a Logistics / 3PL workflow

Bring us one workflow that is slow, repetitive, error-prone or expensive. We'll help determine whether AI is actually the right lever.