Industries/Logistics and manufacturing

Dispatch, exceptions and quality records show how operations hold together.

AI labs license de-identified operating records from established freight carriers, brokers, warehouses, distributors and manufacturers.

  • Free evaluation, about 3 minutes
  • De-identified before delivery
  • You approve every system and date
  • No cost to you, ever
A late shipment, as the records show it
  1. BookingLoad tendered, carrier assigned
  2. ExceptionTruck delayed, customer appointment at risk
  3. RecoveryDispatcher reroutes, customer notified
  4. ClaimDamage reported at delivery, photos filed
  5. SettlementClaim resolved, carrier scorecard updated

Teaches a model how operators handle the exceptions that break a plan.Illustrative example

Indicative range, typical company$400K – $810K

40 office + 80 field staff, 6 years

Usual size to qualify15+ staff

Plus 3 or more years of records in your own systems.

Time to payment10–16 weeks

From first call, typically net 30 after acceptance.

Ranges are indicative, not offers, and come from the same model as our estimator.

What AI labs license

The logistics and manufacturing records buyers ask for

One well-documented system can qualify. You choose what's included, and anything can be left out.

Loads, dispatch and tracking

How freight is planned, assigned and monitored.

MMcLeodTMSSSamsara

Exceptions and claims

Delays, damages, shortages and how they were resolved.

EmailTicketingSpreadsheets

Quality and production records

Inspections, nonconformances and corrective actions.

ERPNSNetSuiteSAPSAP

Supplier and customer correspondence

Orders, changes, disputes and negotiations.

OutlookGmail

Warehouse operations

Receiving, inventory adjustments and fulfillment issues.

WMSExcel
How your data moves

From your systems to a licensed copy

Your originals stay in your systems, untouched.

Your systems

MMcLeodTMSEmailTicketing

You approve the scope

Systems, date ranges, clients and lines, in writing.

De-identified

People, companies, addresses and account numbers replaced or removed.

Licensed copy

Used for AI training. Never published or resold.

De-identification

How we handle customers, carriers and drivers

Customer, carrier, supplier and driver names, addresses, rates tied to a party and payment details are replaced or removed. Proprietary formulas and engineering drawings stay out of scope unless you choose otherwise.

Removed before delivery

  • People's names, replaced with placeholders
  • Customer, client and company names
  • Addresses, phone numbers and emails
  • Account, policy and card numbers
  • Social Security numbers, dates of birth, health details
  • Passwords, gate and alarm codes

What buyers keep

  • The request or problem
  • The diagnosis, decision or outcome
  • Prices, quantities and timelines
  • How the work moved between people and systems

Your originals never leave your systems. Only the agreed copy is processed.

Who qualifies

What you need

Not sure how much data you have? Nobody expects you to. Volume is measured later, on a call.

15+

Full-time employees

Office and field staff together. Technicians, crews and adjusters raise the valuation.

3+ years of recordsMore history means a higher valuation. Archived systems count.
Records your company ownsEmail, files, CRM and operating systems in your own accounts.
Cloud or exportable systemsMicrosoft 365, Google Workspace, field service and agency systems.
US and international teamsUS companies first. Canada, the UK, the EU and Australia case by case.
FAQ

Questions owners ask

Still unsure? The valuation is free and commits you to nothing.

Request an evaluation
Do drivers and plant staff count?

Yes. Dispatchers, planners and office staff count toward the size bar, and drivers and plant teams generate the exception and quality records buyers value.

Are our rates and margins exposed?

No. Company names are replaced, rates tied to a customer can be generalized or excluded, and the license prohibits publishing.

What about trade secrets?

Formulas, process specifications and engineering drawings are excluded by default. Buyers mostly want the operational record, not your IP.

Do freight brokers qualify?

Yes. Broker records show load matching, negotiation and exception handling in detail.

Does the valuation commit us to anything?

No. It's free and creates no obligation. If you qualify, the final offer comes in writing after a review of your systems. Nothing leaves your systems until you sign.