OS&D and freight claims records as AI training data: what logistics companies hold

What are OS&D and freight claims records, and can they be licensed?

Over, short and damaged (OS&D) reports and the claim files that follow them are exception-to-outcome records: a shipment arrives wrong, someone documents it, parties argue over fault, and the file ends in a payment, a denial or a settlement. A carrier, freight broker or third-party logistics provider (3PL) that owns these files and has the right to license them can be a strong candidate for a SourceX introduction.

The value is in the sequence. A single claim file shows the original order, the delivery receipt notes, photos, the carrier's response, the negotiation and the final resolution. AI developers building agents for logistics operations need exactly that chain of exceptions and decisions, and it is rarely public.

For an M&A advisor, these records matter because claims archives are the kind of asset that can sit unnoticed in a transportation management system (TMS) or a shared mailbox until the transaction closes.

What do carriers, brokers and 3PLs typically hold?

Holdings differ by business model, so ask which side of the shipment the company sits on.

A broker or 3PL may hold the widest set because it coordinates between shipper and carrier. A carrier alone holds its own side of the file. A shipper's claims team holds the cost side. The strongest candidate is usually the party that sits in the middle and kept the whole correspondence.

Where do these records live?

Claims data is scattered. Expect a mix of the following:

• A TMS or warehouse management system with shipment and exception fields.
• Dedicated claims software or a shared spreadsheet that the claims team actually uses.
• Email threads and attachments with the carrier or customer.
• Photo folders on shared drives, sometimes named by shipment number.
• A CRM or ticketing tool where customer complaints were logged.
• Accounting entries for payments, credits and chargebacks.

Strong companies keep records across many systems, and most have 10-15+. Connected systems matter more than any one tool: a claim number that appears in the TMS, the mailbox and the accounting ledger is far more useful than a standalone spreadsheet.

Who owns the claim file?

Ownership is the first question, and it is a rights question for the company's counsel. The company usually owns the documents it created, such as its own reports, notes and correspondence. But a claim file also contains material from others: customer shipment data, carrier statements, photos taken by drivers, and sometimes personal data of consignees.

Check these points before treating a file as licensable:

• Does the service agreement with the shipper or carrier restrict reuse of shipment data?
• Were photos and documents created by employees of the company, or supplied by customers?
• Do claim files include personal details of individuals, such as consignee names and addresses?
• Does the company act as an agent for a shipper whose data it only holds?

Claim-filing deadlines and carrier liability, including questions under the federal Carmack Amendment, are legal matters this page does not cover; they turn on the governing law and the shipping documents, and the company's counsel handles them.

How a partner recognizes a strong OS&D archive

Use this checklist in a first conversation. Every item is a question, not a request for records.

• The company has handled freight for several years and still has a claims history, including closed files.
• A claims or customer service team logs outcomes (paid, denied, settled), not only incidents.
• Exceptions are traceable from the TMS to the email trail and the accounting entry.
• The company created most of the documents and its customer contracts do not bar reuse.
• At least one person can run an export from the TMS and the mailbox.
• An owner, CEO, CFO or authorized representative can speak for the business.
• The business has 50+ full-time employees at peak (contractors excluded).

If four or more boxes are checked, the company fit checker is a reasonable next step. It is a preliminary, non-binding screen and asks for no contact details.

When in a sale process should an M&A advisor raise it?

Transaction timing creates natural openings, because buyers and sellers are already cataloguing assets and systems.

Raise it as a possible additional source of proceeds alongside the sale, not as a distraction from it. Coordinate with the deal team so a license does not conflict with the transaction terms, and see the guide on time entry narratives for an adjacent record type in professional services clients.

How the introduction works

1. Register, then either send the owner your referral link or file the company through the referral form with basic fit facts.
2. SourceX checks the company against the baseline: size, years of operation, system breadth and rights.
3. The company names its TMS, claims tool, mailboxes and drives and the years each covers, using the data inventory builder.
4. Price and license terms are settled with the company before any buyer looks.
5. AI labs and data buyers review the opportunity, typically responding within about two weeks once the company is deal-ready.
6. After signature the files are redacted under the agreed rules and delivered, and the company is paid.
7. Your reward is released only after SourceX receives its fee.

You never export, upload or describe confidential claim files. Redaction and de-identification requirements, including customer and consignee details, are agreed with the company before any work starts.

What to say to a logistics owner

How rewards work

Partners earn 25% of the eligible platform fees SourceX actually collects from the referred company's licensing deals, capped at $100,000 per referred company. The reward is paid only after the buyer pays and SourceX receives its fee; an introduction, meeting or signed agreement alone does not trigger payment, and no reward is guaranteed. The reward is a share of SourceX's fee and does not reduce what the company receives. If you are a registered broker-dealer representative or other licensed professional, check your firm's and regulator's rules on referral fees and disclosure before accepting any; the program terms describe the arrangement.

When not to raise it

Skip companies where claims are handled almost entirely by a customer's own team, where the archive was purged, or where the business is a pure agent holding shipper data it has no right to license. Compare with other exception-based record types such as support escalation records, which are better candidates if the logistics company runs its own customer desk.

Next step

Ask your next logistics client one question: how many years of closed claim files could someone export today? If the answer is several, register as a partner and make the introduction, or point the owner to sourcex.si/apply. For how the role fits, read referral opportunities for M&A advisors.