How to sell or license your logistics company's data to AI developers

Why AI developers want company data for training

AI developers have run short of new public data. Forbes reported in April 2026 that labs had exhausted the public internet by late 2024, and that public web text is less useful for building "agentic" AI that does actual work. MIT Technology Review reported in October 2026 that demand for company archives "emerged suddenly" in 2025.

What buyers describe wanting is real work, in sequence. One buyer told MIT Technology Review it looks for archives with disagreements and difficult judgment calls, and uses them to build simulated workplaces where AI agents practice tasks. Forbes reported around 50 startups building simulated workplaces of this kind. As Fast Company summarized, AI agents need documents, emails and FAQs that carry context and feedback.

In a 2024 benchmark published by Sierra, which tested AI agents on tasks such as rebooking airline flights under policy rules, the best model completed fewer than half of the tasks on average.

One caution: no company has published tests showing how much real company data improves AI models, according to MIT Technology Review.

Which logistics data AI developers may want

One firm told Forbes it values linked records, such as a work ticket tied to the code change it led to, over standalone documents. In logistics, that might be a quote, the load it became and the claim that followed. What each type of business holds, and what usually limits sharing, differs a lot:

Business type	Records you may hold	What usually limits sharing
Freight brokers and agents	Quotes and awards, rate confirmations, carrier paperwork, emails, claims	Shipper confidentiality (in the US, 49 U.S.C. 14908), NDAs, load-board terms
Freight forwarders and NVOCCs	Shipment files, bookings, bills of lading, quotes, agent correspondence	In the US, 46 U.S.C. 41103; carrier contract rates
Customs brokers	Entries, classification and valuation work, client correspondence	In the US, the client's written authorization (19 CFR 111.24)
Trucking and haulage	Dispatch, settlements, maintenance, claims	Shipper confidentiality, driver testing records, telematics terms
LTL and regional carriers	Freight bills, weighing and inspection records, reclass outcomes, claims	Shipper pricing and confidentiality
Drayage and intermodal	Dispatch, appointments, gate times, interchange receipts, disputes	Shipper confidentiality (in the US, 49 U.S.C. 14908)
Cold chain logistics	Temperature logs, setpoints, alarms, written procedures	Shipper confidentiality (in the US, 49 U.S.C. 14908)
Couriers and last-mile delivery	Proof-of-delivery photos, signatures and scans, GPS data, recipient details, courier metrics	Recipients' and couriers' personal data
3PL and contract logistics	Contracts and rate cards, billable activity records, EDI messages, exception records	Customer data is generally treated as the customer's
Warehousing and fulfillment	Inventory records, cycle counts, scans, billing events	Merchants' data, workers' speed data, WMS terms
Shipbrokers and chartering	Chartering emails, fixture recaps, charter parties, laytime calculations	Principals' confidential terms, exchange data
Ship agents and port agencies	Port call files, disbursement accounts, correspondence	Under the 2001 FONASBA agency form, files belong to the principal
Ship owners, operators and managers	Noon reports, maintenance histories, safety management records, P&I claims files	Under SHIPMAN 2024, vessel data is the owner's; crew data
Closed or winding down	Whatever the business held while it was operating	Who can decide once a formal process starts; software deletion

Each sector page sets out which records are usually the business's own and which are held for others.

Licensing your data is not selling your business

A license covers a copy of your records, not the business itself. Before you sign, ask the firm to confirm in writing what the buyer receives, what it may do with the copy, whether the license is exclusive and how long it lasts.

One point deserves attention: as one law firm put it, once data is used to train a model, "it cannot practically be pulled back out".

What company data deals look like

No one can tell you what your records are worth before a review. MIT Technology Review called pricing "highly uncertain", with buyers' figures varying widely with their estimates of how many useful tasks the data yields.

What has been reported publicly:

• Logistics examples: a 100-person freight brokerage at a reported US$650K and a third-party logistics business at a reported US$500K. Reported by a data licensing firm that pays us referral fees, October 2026. Its figures have not been independently verified. These are other companies' deals, not ours, and they don't predict what your company would be offered.
• Startup archives: Forbes reported that a company sold 13 years of Slack, Jira, email and files for "hundreds of thousands of dollars", and that one wind-down platform's sales were typically $10,000 to $100,000. MIT Technology Review reported a founder receiving about $25,000 for a company's code.
• An airline's internal records: in August 2026, Google won a bankruptcy auction for Spirit Airlines' internal business records with a $10 million bid, according to Bloomberg Law. The records were reported to include about 100 million emails, with personal data excluded from the start. As of October 17, 2026, the court had not approved the sale, and the hearing had been adjourned to November 6, 2026.

What seems to drive value: one firm that values startups' data told MIT Technology Review it looks at headcount, years in operation, data volume and how the team used its tools. That is why we start by asking for your team size and years in business.

What to ask for before you agree

Before you agree to anything, ask to see:

1. A review of what you hold, ideally starting with a sample.
2. A written offer with the terms of the license.
3. A clear description of how personal details are removed before anything is delivered.
4. A payment schedule in writing.

The airline sale shows the kind of safeguards a buyer may be asked to accept. As reported, the proposed terms require a separate de-identification firm to certify the data before each transfer, require the de-identification to keep links between records intact, and require the buyer to commit publicly not to re-identify anyone. Even with those safeguards, unions, vendors and members of Congress objected, and the sale was delayed for months. Members of Congress warned that "conventional de-identification safeguards may not be sufficient to protect employee privacy".

What to check before you say yes

Who can decide

You need to own the business or have the authority to decide what happens to its records. Freight agents should check their agreement with the broker to see who controls the transaction records and the software. If the business is in a formal insolvency process, the owner may no longer be the one who decides: in a US Chapter 7 bankruptcy, the company must hand its records to the trustee (11 U.S.C. 521).

What your contracts say

Holding records doesn't mean you can license them. A law firm's October 2026 article notes that email and chat contain other companies' confidential information, often covered by NDAs and commercial agreements. It adds that removing names deals with whether a record can be linked to a person, not whether its content is confidential, and suggests leaving high-risk data out entirely.

Check your software terms too. Some load-board, telematics and WMS providers restrict how their data is used, and some can delete customer data soon after a subscription ends.

Rules for your type of business

Some US rules protect shipment and client information itself, not just people's names:

• Motor carriers and brokers may not disclose a shipment's nature, quantity, destination, consignee or routing without consent where it could harm the shipper or reveal its business to a competitor (49 U.S.C. 14908).
• A parallel rule covers common carriers, marine terminal operators and ocean freight forwarders (46 U.S.C. 41103).
• Customs brokers' client records are confidential; beyond the client, its surety on a particular entry, DHS and other accredited US officers or agents, and a subpoena or court order, they can be disclosed only with the client's written authorization (19 CFR 111.24).

Personal data

Logistics records can hold personal details, and the UK's Information Commissioner's Office says information about employees, sole traders and directors can be personal data where they are identifiable.

• UK: the ICO says that turning personal data into anonymous information is itself processing personal data, and that pseudonymized data is still personal data.
• California: the state's privacy law applies to employee and business-contact data held by the businesses it covers; amendments that took effect on January 1, 2023 ended the earlier exemptions. Data counts as de-identified only if reasonable measures, a public commitment not to re-identify, and contracts binding every recipient are all in place.
• US: staff in the Federal Trade Commission's Office of Technology have written that hashing doesn't make data anonymous.

Ask any firm exactly how personal details are removed, by whom, and whether you can review a sample first.

Questions to ask a licensing firm

1. Do you act for me or for the buyer, and how are you paid?
2. Who will use the data, and can they pass it on?
3. Is the license exclusive, and for how long?
4. What exactly is included, and what is left out?
5. How is the copy made: do you need access to our email or systems, or do we export it ourselves?
6. Who removes personal details, how, and can I review a sample before I sign?
7. Does the contract ban re-identification?
8. Will the buyer, or anyone else, know my company's name, and will my customers be told?
9. What is the payment schedule, and what could change it?
10. How much of my team's time will this take, and how long until payment?
11. Do I need consent from customers, clients or anyone else first?
12. What happens if I say no?

How Insightlanes.com helps

We introduce owners of logistics businesses to a data licensing firm. Fill in our short form with your team size and years in business. Rough numbers are fine. If it looks like a fit, we introduce you to a firm that represents owners in these deals and email you its name. The firm explains its process and terms, usually over a few video calls, and you decide whether to go ahead.

• No cost. If you sign, the firm we introduce you to pays us a referral fee. You never pay Insightlanes.com anything.
• No calls from us. Everything from us is in writing, so you can decide in your own time. If you go ahead, the firm we introduce you to usually explains its process over a few video calls.
• You decide. Nothing is shared without your OK.

Read what you would be agreeing to, and get your own advice before you sign. This guide is general information, not legal advice.