Practice Data & training rights
Practice area 02
Data & training rights
Practical positions on training data, output licensing, and provenance. We map the risk you actually have, not the risk that sells fear.
- Data licenses
- Fair use posture
- Provenance
- DPAs & SCCs
Problems we solve
- You do not know whether your training corpus is defensible if it is subpoenaed.
- Your customers are asking for indemnity on model outputs and you do not know how to scope it.
- You want a provenance story that will survive a Series B DD without rewriting your data pipeline.
What you get
- Written training data risk memo covering sources, licenses, and worst-case exposure.
- Fair use posture aligned to your model type, output form, and market.
- Output license and indemnity structures for customer contracts.
- DPA, SCC, and cross-border data transfer packages ready to sign.
- Data provenance documentation ready for DD or regulator response.
What we will not do
- We do not pretend the case law is settled where it is not.
- We do not sell risk theater to inflate the retainer.
How this fits with other practice areas
Most engagements combine two or three practice areas. This one commonly pairs with AI product counsel and Enterprise contracts. When you send an intake, we tell you which combination fits and price the scope in writing before you sign anything.