What AI data buyers want from logistics companies

Logistics is one of the industries AI data buyers name most often. A freight business runs on records that show work being coordinated in real time: loads booked and rebooked, carriers chased, delays explained, claims settled. This is a guide to which logistics companies fit the current buyer programs, and what those programs ask for.

Which logistics companies fit

• Freight brokers and third-party logistics providers (3PLs). Most of the work happens in email, the transportation management system and the CRM, which is the kind of record buyers describe.
• Carriers with a dispatch office. Dispatch logs, load assignments and customer communication count; the trucks themselves don’t.
• Freight forwarders and customs brokers, whose files follow a shipment across parties, documents and borders.
• Warehousing and distribution companies with order, inventory and customer-service histories.
• Logistics companies that are winding down or have closed. Turing’s Project Lazarus takes operating, winding-down and closed companies.

Size floors are stated in full-time employees: 20 or more for Handshake, 40 or more preferred for Scale AI, and no minimum for Polyshares or Labelbox Prism. Handshake also asks for three years in operation. The records that buyers value come mostly from desk-based staff, such as brokerage reps, dispatchers and customer service, so a company with a large office team and several years of history is the strongest fit.

The records buyers ask for

• Shipping and dispatch records. Mercor names shipping manifests, dispatch logs, order records, work orders and invoices; Nyne names dispatch records.
• Email and chat. Carrier and customer threads are where exceptions get worked out. Scale AI lists Slack, Teams and email, and Polyshares lists Slack and email.
• Customer history and support tickets: CRM records, quotes, and tickets from tools such as Salesforce, HubSpot and Zendesk.
• Accounting and ERP exports. Polyshares asks for accounting and ERP exports, Nyne names QuickBooks, Xero and NetSuite, and Labelbox Prism names SAP data.
• Procedures and runbooks: how your team handles a missed pickup, a damaged load or a detention dispute. Turing asks for wikis and runbooks alongside tickets and chat.

Why logistics records interest AI buyers

Our view: almost every load is a small coordination problem. A shipper, a broker, a carrier and a driver work it out across email, phone notes and two or three systems, and something usually changes along the way. AI labs are training agents to do this kind of multi-party, exception-heavy work, and they train them in simulated workplaces built from real records, as we describe in Flight simulators for office work. A logistics archive records both the plan and what actually happened, which is what a simulator needs.

Programs that name logistics

• Handshake AI: 20+ full-time employees, three years in operation, the US, Canada and Europe.
• Scale AI: established operators, 40+ employees preferred, as a recurring partnership.
• Polyshares: no minimum size; operating companies with real history.
• Mercor: names shipping manifests and dispatch logs; you connect your tools.
• Labelbox Prism: no size floor; a written quote within two days of scoping.
• Turing: operating, winding-down and closed companies; a single payment.

What to sort out before you apply

• Customer and carrier contracts. Some include confidentiality terms that cover shipment details; know which ones before you license.
• Shipper and consignee details. Names, addresses and contacts run through every load file. Ask each buyer how its de-identification handles them.
• Driver information. Hours-of-service logs, location data and pay records describe individual people; many owners leave them out entirely.
• Rates. Rate confirmations and lane pricing may be commercially sensitive to you or your customers; decide whether they belong in the package.

What this means for an owner

Our view: a logistics company with an office team and several years of email, dispatch and customer records is among the better fits for the current buyer programs, and it will usually fit more than one. The programs differ on size floors, on how the data leaves your systems and on how long the license runs, so compare at least two. Answer seven quick questions to see which programs your company may fit.