Publication
Private Capital’s lean towards AI: Opportunities abound but legal risk must be managed
Private Capital’s lean towards AI: Opportunities abound but legal risk must be managed
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Publication
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The shift towards agentic AI: systems that can ‘think and act’ on multi-step tasks, with limited human input or visibility, create new questions for private capital investors and their lawyers to grapple with. Some pertain to general, albeit enhanced, issues such as transparency and accountability both inhouse and within investee targets; while some are specific to the impact of AI deployment on investee business models, such as the competition and consumer law risks of algorithmic pricing in the retail ecosystems of revenue-generating portfolio companies.
While the upsides of deploying AI are well-known, private capital businesses and their portfolios must actively future-proof day-to-day AI use, strengthen controls and protect growth by aligning deployment with the rapidly evolving regulatory and risk landscape. Current regulator and public focus on the potential negative consequences of AI’s boom makes this a business imperative for sustainable investment success.
AI regulation is evolving rapidly but remains fragmented across key markets for private capital firms, including the EU, UK, China, Singapore and U.S. While this complicates cross-border AI deployment, two key opportunities for enhanced portfolio management present themselves for well-advised private capital players:
AI regulation trends converge around three practical expectations for firms and their portfolio companies:
Regulators are increasingly using risk-based frameworks to distinguish low-risk use cases from high-risk AI deployments.
Key actions for businesses:
Where legal advice can help:
Companies deploying AI are expected to remain accountable for outcomes, even where tools are sourced from vendors or operate with limited human intervention.
Key actions for businesses:
Where legal advice can help:
Human oversight is becoming a baseline expectation for AI systems that affect investment decisions, customers, pricing, operations and particularly regulated activity.
Key actions for businesses:
Where legal advice can help:
Within Asia Pacific, fragmented rules are moving toward mandatory compliance: South Korea and Vietnam have introduced binding AI laws, while Singapore and Hong Kong continue to rely on non-binding frameworks that may harden over time.
Quick tip: Firms should treat AI compliance as a live portfolio governance issue, not a one-off policy exercise.
Across the EU, high-risk AI rules are becoming a hard compliance benchmark: The EU AI Act is moving into enforceable obligations, with high-risk systems such as credit scoring, underwriting, and critical infrastructure use cases in scope, albeit deferred under the Digital Omnibus package till the end of 2027.
Quick tip: Diligence the extent to which Asia Pacific investee targets are tracking developments because of the Act’s extraterritorial reach and its influence on other regional regimes.
In the US, state-level rules remain the practical baseline. The US position remains fragmented, with limited momentum for comprehensive federal legislation and continued growth in state-level AI regulation.
Quick tip: Firms should assume state compliance will drive operational requirements, even if a lighter federal framework emerges.
Score use cases by impact severity, reversibility and feasibility of review, with low-risk actions automated and high-risk actions subject to human approval.
Mandate technical documentation, conformity assessments, incident notices and access logs from AI vendors to support the firm’s own compliance obligations and ensure portfolio companies are doing the same.
Establish agentic AI policies that determine which decisions can be delegated to AI, under what conditions and with what human oversight – and ensure that these are reflected in formal policies to comply with baseline human oversight requirements.
Implement continuous monitoring and auditing, tracking agent activity in real time, and maintaining kill-switch and circuit breaker capabilities to contain incidents quickly.
Private capital firms that build scalable, cross-border governance now will be better placed to protect portfolio growth, strengthen investor confidence and improve exit readiness.
Partner, Asia Head of Technology, Media and Telecoms, Singapore
Singapore
TMT/IP Partner, Singapore
Singapore
Partner, Head of China TMT, Co-Head of Games and Interactive Entertainment, China Technology and Fintech Sector Lead, Shanghai
Mainland China
TMT Counsel, Singapore
Singapore
TMT/IP Counsel (England & Wales), Registered Foreign Lawyer, Hong Kong SAR
Hong Kong SAR
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