What legal issues matter most?
AI companies often move faster than their paperwork. That is understandable, but risky. Enterprise customers and investors increasingly ask how the model was built, what data was used, who owns outputs, whether customer data trains models, and what happens if the product makes a bad recommendation.
AI founder checklist
- Training data rights: Know what data you use, where it came from, and what rights or restrictions apply.
- Customer data: State clearly whether customer data is used for training, fine-tuning, evaluation, or improvement.
- IP ownership: Address ownership of inputs, outputs, model improvements, prompts, and deliverables.
- Privacy: Align product behavior, privacy policy, data processing terms, and actual data flows.
- Security: Enterprise customers will ask about controls, access, retention, subprocessors, and incident response.
- Open source: Track model licenses, code licenses, attribution, and commercial restrictions.
- Regulatory posture: Track AI-specific rules as they phase in, including the EU AI Act's prohibited-practice and general-purpose-model obligations and state laws such as Colorado's AI Act and California's AI transparency and training-data disclosure requirements.
- Contract promises: Avoid broad warranties that the product is always accurate, non-infringing, or safe for every use case.
What investors and customers ask
Expect questions about model providers, indemnities, data provenance, human review, regulated use cases, and whether the company can explain its own stack without mumbling "proprietary layer" until everyone gives up.
Building or selling an AI product?
Nebo Legal helps AI startups review data rights, IP ownership, privacy terms, customer contracts, vendor terms, and financing diligence.
Book a callFAQ
Can AI startups use customer data for training?
Only if the contract, privacy disclosures, data rights, and actual product behavior support it.
Who owns AI-generated outputs?
It depends on contracts, product terms, inputs, law, and platform/provider terms. Put it in writing.
Alex Ravski is the founder of Nebo Legal, P.C., a former Foley & Lardner attorney advising startups on formation, financing, and cross-border deals.