Outside Counsel for the AI Era
Practical legal judgment for startups and technology companies navigating AI tools, commercial contracts, and product risk.
What We Do
Focused legal services for companies building with technology and AI.
AI Product Counsel
Practical guidance on building and deploying AI features — model risk, training data, output liability, and regulatory positioning.
Commercial Contracts
SaaS agreements, licensing, master services agreements, and enterprise deal terms that protect your interests and close faster.
Fractional General Counsel
Senior legal leadership on a flexible basis — board-ready judgment without full-time overhead. For companies between stages.
Embedded Legal Support
Integrated legal capacity for product, engineering, and business teams. Move fast with counsel already in the room.
Technology Risk Advisory
Privacy, data governance, security incidents, and regulatory exposure — assessed practically, not academically.
Vendor & Partner Review
Due diligence on AI vendors, technology partners, and third-party tools. Evaluate risk before you integrate.

Built for Companies That Build
AI Counsel Desk is the practice of Martin S. Hui, an attorney and strategic advisor who has spent his career at the intersection of technology, commercial transactions, and product development.
This is not a general practice. It exists for a specific kind of client: startups, growth-stage technology companies, and in-house legal teams that need commercially fluent counsel who understands how AI products are actually built, sold, and deployed.
The work is hands-on — drafting and negotiating contracts, advising on product decisions with legal exposure, reviewing AI vendor relationships, and providing the kind of senior judgment that companies need before they can afford a full-time general counsel.
How Engagements Work
Structured for efficiency. Designed around how technology companies actually operate.
Understand the Business
Every engagement starts with your product, your market, and your priorities — not a legal checklist.
Advise with Precision
Clear, direct counsel that distinguishes real risk from noise. No hedging, no unnecessary complexity.
Execute and Deliver
Contracts drafted, negotiations closed, decisions made. Legal work that moves at the pace of your business.
Ready to Talk?
Whether you need to review an AI vendor agreement, negotiate a commercial contract, or think through a product decision with legal exposure — let's start with a conversation.
AI Counsel Desk