Workflow and Project Management Software Data for AI Training: What Can Be Licensed
By Andrew Smart, founder of MON$TER · About
If your company builds workflow, project management or approval software, your platform records something AI developers struggle to find: how real teams move work from start to finish. Tasks get created, assigned, approved, delayed and closed every day, and years of that history are valuable business data.
Why buyers want workflow data
AI agents and automation tools need to learn real process patterns: which steps usually follow which, where work stalls, how long approvals take and what a finished project looks like. Synthetic examples miss the messy reality. Real, anonymized workflow history shows it.
What can often be licensed
- Task and status sequences: created, assigned, in review, approved, done
- Approval chains and handoffs between roles, with people anonymized
- Cycle times and bottlenecks by workflow type or team size band
- Template and process structures customers use most
- Industry and company size at a summary level
- Several years of history, so trends and seasonality are clear
What stays out
- User names, emails, comments and anything that identifies a person. See what counts as PII.
- Free-text task notes and attachments, unless fully cleaned and allowed
- Customer company names and confidential project content
- Anything your customer agreements or privacy policy don't allow. See does our privacy policy allow data licensing?
Much of the value survives as aggregated data and anonymized event logs. This is general information, not legal advice; have your attorney review your agreements first.
Related reading
See can a SaaS company sell its data to AI?, how ERP and field-service software data compares, and customer support ticket data.
What it can be worth
Published MON$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 workflow software company with years of history? The Amba$$ador program rewards referrals that close a deal.