Background
The client, an AI company entering a new financing round and strategic M&A, faced investor and acquirer demands for an opinion on core-IP ownership and verifiability. The existing IP ledger covered only patents and software copyrights, omitting training-data ownership and open-source license obligations—precisely the key variables of AI-company valuation.
Key Challenges
- Training-data ownership blind spot: Training-data sources and authorizations were absent from the IP-asset view; ownership defects unidentified.
- Open-source contagion risk: Copyleft licenses introduced into core components could constrain overall product commercialization.
- Patent/soft-copyright mismatch: Some core algorithms lacked timely patent or registration, weakening rights assertions.
- Weak valuation support: IP assets lacked verifiable ownership and freedom-to-operate (FTO) conclusions, leaving valuation talks passive.
Geason’s Approach
- IP asset inventory: Unified patents, soft-copyrights, training-data ownership, and open-source obligations into a verifiable asset view.
- Open-source compliance review: Screened strong-copyleft licenses, proposing isolation or replacement, issuing FTO opinions.
- Ownership reinforcement: Back-filled patent/registration for unregistered core algorithms to solidify rights.
- DD deliverables: Produced IP-ownership lists and FTO conclusions ready for deal documents.
The Non-Obvious Judgment
Traditional IP diligence focuses on patents and soft-copyrights, which is insufficient for AI companies. Our view: the real weight in AI IP diligence lies in two “non-traditional” assets—training-data ownership (the authorization-purpose gap noted earlier) and open-source license “contagion.” Copyleft licenses entering core components can constrain the entire product’s commercialization path, while training-data ownership defects directly erode valuation. Algorithm patents are easy to check; these two are the most easily overlooked yet most valuation-critical parts of deal documents. Front-loading them into the asset view makes valuation talks and deal documents hold up.
Key Outcomes
- Patents, soft-copyrights, training-data ownership, and open-source obligations consolidated into a unified verifiable IP-asset view.
- Strong-copyleft licenses screened with isolation/replacement plans and FTO opinions issued.
- Unregistered core algorithms reinforced via patent/registration.
- IP-ownership lists and FTO conclusions ready for deal documents, supporting valuation talks.
Client names and commercial data are anonymized. The rules, regulatory procedures and deliverable types described are as they occurred, not simplified.