ARTIFICIAL INTELLIGENCE & AUTOMATION
Helping businesses innovate safely, ethically, and legally
Artificial Intelligence and automation are transforming industries faster than regulation can keep up.
Whether you’re integrating machine learning into your platform, using large language models in your workflows, or building AI-driven products yourself, you need a legal partner who understands both the technology and the emerging legal framework.
I help companies design, deploy, and scale AI solutions responsibly—balancing innovation, commercial advantage, and legal compliance.
What I Offer
End-to-end support for AI strategy, implementation, and governance.
📌 AI Risk & Readiness Assessment
- Gap analysis of current AI or automation use
- Risk mapping across compliance, ethics, liability, and consumer protection
- AI policy, internal governance, and data management frameworks
- Human-in-the-loop and accountability models
📌 Regulatory & Compliance Frameworks
- EU AI Act scoping (high-risk, limited-risk, and prohibited applications)
- US emerging state-level AI laws and sector-specific rules
- UK and global guidance and harmonization trends
- Responsible deployment aligned with privacy, security, and anti-bias expectations
📌 Commercial & Operational Support
- AI addenda for SaaS, procurement, and integration contracts
- Negotiating risk allocation and indemnities with LLM and cloud AI providers
- Vendor and model-provider due diligence
- Usage governance for internal product and customer-facing features
📌 Data Rights & Model Interaction
- Data input licensing and ownership
- Use of customer data for training, fine-tuning, analytics, and product improvement
- Managing confidentiality, trade secrets, and proprietary data
- Navigating open-source models and AI toolchains
📌 Generative AI & LLM Guidance
- Practical frameworks for adopting ChatGPT, Claude, Gemini, and open-source models
- Liability mapping for hallucinations, API failures, and automation errors
- Creating compliant user disclosures and customer-facing terms
- Safety requirements for automated decision-making and content generation
Who This Helps
- AI-native startups
- SaaS companies embedding AI into existing products
- Traditional businesses adopting automation for scale
- Teams preparing for enterprise sales where AI terms are scrutinized
Why Clients Choose This Service
- Hands-on experience drafting and negotiating AI-specific terms
- Early insight into rapidly evolving legal frameworks
- Ability to translate complex technical concepts into clear commercial guidance
- Balanced approach: protect risk without blocking innovation
Engagement Pathways
Available as:
- Project-based advisory
- AI governance framework build-out
- Product launch legal readiness
- Fractional counsel for ongoing support
