Synthetic Data vs. Real Business Data: Why AI Buyers Still Pay for Real Records
By Andrew Smart, founder of MON$TER · About
Synthetic data is information generated by a computer to look like real records. Real business data is the history your company actually created: orders, tickets, schedules, transactions. AI companies use both, and they still pay to license the real kind. Here is why.
What each one is good for
- Synthetic data is fast and cheap to make, contains no customer details, and is handy for filling gaps or testing software.
- Real business data shows what actually happened: the odd cases, the seasonal swings, the delays and the fixes nobody would think to invent.
Why synthetic data alone is not enough
A generator can only copy patterns it has already seen. To make convincing synthetic invoices, routes or support tickets, someone first needs real ones to learn from. Made-up examples also tend to be tidier than real life, so AI tools built only on them can miss how work really happens. Real records keep those tools grounded, which is why buyers keep licensing them. See what AI training data is.
What this means for a business owner
- Your history is hard to copy. Years of day-to-day records can't be recreated by a competitor or a computer.
- Fresh data keeps its value. New records arrive every day, which suits a renewing license. Compare recurring vs. one-time deals.
- Clean records are worth more. See what data quality is.
- Proof of origin matters. Buyers want to know the data is real and yours to license. See what data provenance is.
Does licensing real data put customers at risk?
Real does not mean personal. Before any buyer sees a dataset, names and other identifying details come out and small groups are combined into summaries. Read what counts as PII and what aggregated data is. This is general information, not legal advice; have your attorney confirm what your agreements allow.
Find out what your real data is worth
Published MON$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. Know a company with years of records in software? The Amba$$ador program rewards referrals that close a deal.