What Is Data Exhaust? The Everyday Business Records AI Buyers Want to License
By Andrew Smart, founder of MON$TER · About
Data exhaust is the information a business creates as a side effect of operating. Nobody sets out to produce it. It simply piles up in your software every time an order is placed, a job is scheduled, a payment clears or a ticket is closed.
Everyday examples
- Transaction logs: what was sold, when, and in what quantity
- Scheduling and dispatch records: jobs booked, routes taken, time on site
- Status histories: every step an order, claim or project went through
- Support and call records: the problem, the steps taken and the result
- System logs: how features and tools are used over time
Why AI buyers want it
These records were made by real work, not written for an audience, so they show how a business truly runs. Almost none of it is on the public web, and it can't be faked convincingly. See synthetic data vs. real business data. That is why years of ordinary operating history can be licensed as AI training data.
Signs your data exhaust may be licensable
- It lives in software, not paper or scattered spreadsheets
- It covers several years, recorded the same way over time. See can we license old or archived business data?
- It keeps arriving, which suits a renewing license
- You have the right to license it. See do we own the data in our software tools?
What stays out
Names, emails, phone numbers and anything else that identifies a person are removed before any buyer sees the data, and small groups are combined into summaries. Read what counts as PII. This is general information, not legal advice.
Where to start
List the systems you run on and how far back each one goes. A data inventory makes that simple, and the Data X-Ray shows the kinds of business files most companies already hold.
Published MON$TER ranges: an exclusive one-time sale typically lands at $50K-$1M, and a non-exclusive recurring license typically runs $300K-$3M per year. No amount is guaranteed and not every company qualifies. Buyers see a description first, never your raw data. Get a free valuation at /estimate/ or start at Business Data.