AI Legal Argument Analysis: Training the Next Generation
AI legal argument analysis is rapidly transforming the legal profession. At UC Law San Francisco, students are now gaining practical experience with artificial intelligence in law through the innovative AI-Enabled Lawyers Bootcamp. Susmita Nanda LLM ’26 is one such student, and her work on GroundCheck, an AI-powered citation review tool, highlights how legal education is adapting to the evolving demands of practice.
The AI-Enabled Lawyers Bootcamp Experience
The AI Bootcamp at UC Law SF is designed to move future lawyers beyond theoretical knowledge and into the realm of real-world application. Through this hands-on program, students like Susmita Nanda learn not only how to use AI tools but also how to design, test, and implement them responsibly. The bootcamp forms part of LexLab, the College’s technology law and lawyering center, and is led by Director Drew Amerson, with the curriculum crafted by Director of Applied Innovation Tal Niv and taught by Adjunct Professors Luis Villa and Zoe Dolan, attorneys with deep backgrounds in legal technology.
The course’s structure includes six intensive sessions. In these, participants tackle lawyering tasks such as legal research, drafting, discovery, and document analysis—all with the help of AI. The program also addresses critical issues in legal ethics, including privilege, conflicts of interest, and professional responsibility. Each student completes a capstone project, often developing an AI tool from scratch, even if they have little or no prior coding experience.
Building GroundCheck: AI for Legal Citation Review
For her capstone, Susmita Nanda developed GroundCheck, a platform that exemplifies the practical impact of AI legal argument analysis. GroundCheck uses artificial intelligence to assess whether the authorities cited in legal arguments genuinely support the propositions for which they are invoked. Rather than simply verifying the existence of a citation, GroundCheck employs a two-step review process: an initial grounding check followed by an adversarial second pass. The result is a structured recommendation for human reviewers, ensuring both efficiency and accuracy.
This approach is particularly valuable in legal practice, where the strength of arguments often rests on the validity of cited authorities. By leveraging AI legal argument analysis, tools like GroundCheck can help lawyers and judges ensure that arguments are not only supported by citations, but that those citations withstand close scrutiny.
Bridging the Gap: From AI User to AI Creator
Susmita Nanda’s journey through the bootcamp shifted her perspective from simply asking, “What can this AI tool do for me?” to a deeper inquiry: “How does it work, and what should it never do?” She learned to distinguish when AI should merely assist a human reviewer and when it might confidently automate a process. This mindset is crucial in a legal landscape where responsible and ethical deployment of AI is paramount.
By building GroundCheck, Susmita developed a practical framework for understanding the architecture and possible failure points of AI legal tools. This experience not only prepared her to use AI more critically and effectively in her future career but also equipped her to advise colleagues and clients on the opportunities and limitations of such technologies.
Implications for the Future of AI in Law
The AI Bootcamp’s approach to legal education is particularly timely. As AI legal argument analysis becomes more prevalent in the profession, the ability to both use and scrutinize these tools is essential. Programs like these ensure that new attorneys will not only be consumers of AI technology but also informed creators and evaluators, capable of driving innovation while safeguarding professional standards.
Susmita’s work on GroundCheck demonstrates that with the right training, law students can become leaders in the application of AI to complex legal challenges. Her experience illustrates the value of hands-on, project-based learning in preparing students for a legal landscape increasingly shaped by artificial intelligence.
Conclusion: Prepared for Tomorrow’s Legal Practice
AI legal argument analysis is no longer a futuristic concept—it’s a core skill for the next generation of lawyers. Programs like the AI-Enabled Lawyers Bootcamp at UC Law San Francisco are setting the standard for legal education in the age of artificial intelligence. By empowering students like Susmita Nanda to design and build tools such as GroundCheck, these programs ensure that the legal profession is ready to meet the challenges—and seize the opportunities—of tomorrow.
This article is inspired by content from Original Source. It has been rephrased for originality. Images are credited to the original source.