The Situation
AI developers need a kind of data the public internet can't give them. They have already trained on books, news, and the open web. To build AI agents that can handle real office work, they now need records of how people actually coordinate, troubleshoot, and get things done.
That record lives inside company chat workspaces, email archives, ticketing systems, and shared drives. Developers use it to build training environments where an AI agent practices realistic workplace tasks.
The Opportunity
The capital behind this market is large and already committed.
- At least one leading AI training firm has committed ten-figure funding over a twelve-month window specifically to acquire and license enterprise operational data, backed by major institutional lenders.
- Individual midsize companies are being paid anywhere from six to seven figures for their data.
- Pricing scales with size and depth: smaller qualified datasets start in the low six figures, large multi-department archives command mid six figures, and the most distinctive archives can exceed seven figures.
- Total transaction volume in this space has more than tripled year over year.
Nobody Is Buying Your Business
This is the part most owners get wrong, so it's worth saying plainly: the buyers are not your competitors, and they never will be.
They aren't after your customer list, your pricing, your product roadmap, or your playbook. They don't operate in your market and have no plan to enter it. What makes your company valuable to its customers is of no use to them.
What they want is the pattern of people working together: how a question gets asked, how a problem gets passed along, how a disagreement gets resolved, how a task gets closed out. Your archive is valuable because real people produced it in the course of real work, not because of what your company knows.
They Don't Want Your Personal Data
Buyers aren't interested in who your employees or customers are. Personal data is a liability for them, not an asset, so they require it removed.
Before anything changes hands, names, email addresses, phone numbers, and other identifying details are stripped out. What remains is the shape of the conversation: the back-and-forth of a team doing its job. That shape is the only thing buyers are paying for.
The same applies to your business secrets. The buyer is studying how people work, not what they were working on.
Why Your History Is the Asset
The longer your company has been operating, the more valuable its archive. Years of history mean thousands of real projects started, handed off, debated, and finished.
Buyers value depth and variety: multiple teams, multiple tools, and long-running threads that show how work unfolds over months rather than minutes. A company that has been through launches, hiring waves, pivots, and customer escalations has captured exactly the kind of real-world coordination AI developers can't produce on their own.
If your company has years of chat, email, and ticketing history, that depth is your strongest selling point.
What You Keep
- Ownership. The data is licensed, and your company retains ownership of it.
- Control. You can review samples before anything is used.
- Your competitive edge. The buyer isn't in your market, and old coordination traffic says nothing about how you compete today.
- Your people's privacy. Identifying details are removed before the data leaves your hands.
What Buyers Look For
U.S. companies get priority, followed by other Western markets, and the material needs to be in English. Buyers generally prefer a company's complete archive rather than selected pieces, and they favor archives with several years of history across multiple teams.
For Venture Partners
This market is new, and most portfolio companies don't know it exists. That's where you come in.
Every fund has companies that are stretched: burning faster than planned, facing a tough bridge round, renegotiating debt, or winding down. Many of them are sitting on years of communication history that could become non-dilutive cash in weeks. For a struggling company, that money can extend runway, improve borrowing terms, or return something to investors. For a company closing its doors, it's recovery value that would otherwise be lost.
If you have portfolio companies that fit, introduce us. We handle the conversation, the buyer match, and the process.
Case Study: Marketing Automation Platform
The company: A 12-year-old marketing automation platform that had raised and spent $32 million in venture capital.
The challenge: The company needed a cash infusion to strengthen its balance sheet, improve its borrowing rates, and give its investors confidence.
The result: The company licensed over a decade of communication history and netted $1.2 million in cash. It kept ownership of its data, gave up no equity, and shared no customer or employee personal data.
Bottom Line
Most companies are paying to store archives they will never open again. Those same files are now a saleable asset, and the buyers are well funded and actively looking.
Nobody is competing with you, and nobody wants your personal data. They are buying a record of people working together. For a company that needs capital quickly, few assets can be turned into cash with this little disruption to the business.
We'll walk through the specifics, timing, and next steps together on a call.
Sources
- Gizmodo, Failed Companies Are Selling Old Slack Chats and Email Archives to Train AI
- TechSpot, Slack chats and internal data from failed startups are finding a second life in AI training