B2B Services · Freight Forwarders & 3PLs

AI Agent for LTL Freight Quote Questions

Captures freight class, accessorials and delivery conditions up front, so an LTL quote matches what the carrier eventually bills.

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How it works
1 Step
Describe the freight properly
2 Step
Describe both ends
3 Step
Hand it to pricing complete
Dimensions, weight, piece count, packaging and stackability, enough for the desk to establish class.

Overview

The quote that was right until the shipment moved.

An AI agent for LTL freight quote questions captures the details that decide what a less-than-truckload shipment actually costs: the commodity and its freight class, the dimensions and density that determine that class, and the accessorial conditions at both ends — liftgate, residential, inside delivery, limited access, appointment required. These are the things a shipper does not think to mention and a quote cannot survive without. Getting them at intake is the difference between a quote and a rebill argument three weeks later, when the carrier has reclassed the freight and somebody has to decide who absorbs it. The agent asks the questions your rate desk would ask, in plain language, without requiring the shipper to know what an NMFC code is.


Capabilities

What the LTL Intake Agent does

Asks the class and accessorial questions before the rate goes out.

01

Captures commodity, dimensions, weight and packaging for class

02

Asks the accessorial questions at pickup and at delivery

03

Flags residential, limited access and appointment requirements

04

Records whether the freight is stackable and on pallets

05

Notes anything that would drive a carrier reclass

06

Hands the complete picture to pricing without quoting

Why you should use the LTL Intake Agent

LTL pricing is unusually unforgiving because the carrier reweighs and reclasses at the terminal, and whatever it finds becomes the bill regardless of what was quoted. A shipper who describes their pallet as "about five hundred pounds of parts" is not being evasive; they simply do not know that density decides class, or that a delivery to a rural business without a dock triggers three separate accessorials. Your rate desk knows all of this and asks it every time — when it gets the chance. What breaks is the inquiry that arrives by email at speed and gets quoted from what it said. Moving those questions to the point of inquiry protects the margin on the shipment and, more importantly, protects the relationship: nobody enjoys the conversation where a customer is told the rate they accepted was not the rate.

Before
Class is guessed from a weight the shipper estimated
Accessorials at the delivery end surface after the booking
A quote is accepted and then rebilled after a carrier reclass
Nobody asks whether the freight is stackable or dock-accessible
Margin on the shipment disappears into an absorbed rebill
After
Class rests on stated dimensions and density, on the record
Accessorial conditions at both ends are captured at inquiry
The quote the shipper accepts is the quote that gets billed
Stackability and access are asked about every time
A rebill becomes a documented conversation, not an argument
Process

How it works

Describe the freight, describe both ends, hand it over.

Step 01

Describe the freight properly

Dimensions, weight, piece count, packaging and stackability, enough for the desk to establish class.

Step 02

Describe both ends

The agent asks about dock access, liftgate, residential and appointment requirements at pickup and delivery.

Step 03

Hand it to pricing complete

The desk receives a picture the carrier will recognize, and a note of anything likely to be reclassed.


Example

Example workflow

A pallet that would have been reclassed at the terminal.

Scenario: a forwarder had absorbed four LTL rebills in a quarter, each traced back to a class quoted from an estimated weight. An inquiry arrives for two pallets of plastic housings from a supplier in Ohio to a customer site in rural Vermont. The shipper describes them as roughly 400 pounds each. The agent asks for dimensions and gets 48 by 40 by 60 inches, which makes the density low enough that the class the shipper assumed would not have survived the terminal scale — the desk now knows to quote it correctly rather than discover it later. It then asks about the delivery end and learns there is no dock, the site takes deliveries by appointment only, and the address is classified as limited access. Three accessorials that would have arrived as a surprise are on the request before it reaches pricing. The rate goes out higher than the shipper expected and is accepted anyway, because it comes with the reasons attached — and it is the rate that gets billed.

Solution Fit & Inbound Qualification AirtableHubSpotGmailSlack AI Agent flow

Audience

Who can benefit

Anybody who absorbs LTL rebills more often than they would like.

✍️ Freight forwarder owners

Absorbed rebills come straight out of shipment margin.

💼 Rate desk and pricing managers

You quote from descriptions the terminal will not agree with.

🧠 3PL operations managers

Accessorials at the delivery end are found out too late.

Inside sales teams

You have the rebill conversation you did not cause.

🎯 Claims and billing coordinators

Every dispute traces back to an intake question.

📋 Branch managers

Reclass rates are a quiet drain nobody reports on.

Integrations

Where the LTL detail is captured and what pricing receives.

Airtable

Holds the intake record including class drivers and accessorials.

HubSpot

Attaches the full freight description to the opportunity.

Gmail

Confirms back to the shipper exactly what was captured.

Slack

Flags to pricing any inquiry likely to be reclassed.

Google Sheets

Reports reclass and rebill frequency against intake completeness.

Google Drive

Stores packing lists and photos the shipper sends in.

Applications

Best use cases

The LTL details that decide whether a quote holds.

A commodity described by weight but not by dimensions
A delivery address that is residential or limited access
A site with no dock that needs a liftgate
Freight that cannot be stacked and takes more linear feet
An appointment requirement nobody mentioned
A shipment likely to be reweighed and reclassed at the terminal

FAQ

FAQ

Questions about quoting LTL without inheriting a rebill.

An AI agent for LTL freight quote questions captures the details that decide an LTL rate — dimensions, weight, density, packaging, stackability and the accessorial conditions at pickup and delivery — so pricing quotes from the shipment the carrier will actually see.

No, and asking is usually counterproductive. It collects dimensions, weight and commodity, which is what class is derived from, and leaves the classification itself to your desk.

Because accessorials at the delivery end are the most common surprise on an LTL bill. Residential, limited access, appointment and liftgate can together exceed the linehaul on a small shipment.

It changes the linear feet a shipment occupies, and on a full-ish trailer that is a real cost. It is also one of the easiest questions to ask and one of the least often asked.

It adds a few minutes at intake and removes days of back-and-forth later. Shippers generally find the questions reassuring, because they signal that the rate is being built rather than guessed.

It can flag it internally and let your desk decide how to present it. Telling a shipper their assumed class is wrong is a pricing conversation, and it lands better from a person who can explain the alternative.

A documented description the shipper provided. When a rebill does arrive, the conversation is about a carrier inspection against a stated description, not about two recollections of an email.


AI Agent for LTL Freight Quote Questions

Captures freight class, accessorials and delivery conditions up front, so an LTL quote matches what the carrier eventually bills.

Start from this template
Edit it — the agent is built from this briefBuild this agent