
Episode #72
Practical AI Use Cases, NetDocs' Next Gen Experience, & Ambient AI with Nate Ruiz
Jared Correia opens with three broad, practical AI use cases for attorneys who aren't sure where to start: data collation, interactive/iterative search, and creative brainstorming. In the interview, NetDocuments Director of Product Management Nate Ruiz shares his journey from self-teaching web development to building an AI startup acquired by NetDocuments. Nate breaks down NetDocuments' "Next Gen Experience," detailing their new UX/UI architecture, automated "Doc Intelligence," and the "Legal Context Graph". He also explains the concept of "ambient AI"—AI that works passively in the background without needing prompts—and demystifies Model Context Protocol (MCP) and developer vibe-coding with Claude. The episode concludes in the Counter Program with the return of "Holidays on Holiday," where Nate tests his historical knowledge against Jared on defunct ancient and medieval holidays. Learn more about Nate Ruiz and NetDocuments. Check out this week's Spotify playlist. We're grateful to be supported by Attorney at Work Today, and Lawyer 2 Lawyer. Subscribe to Attorney at Work Today . Subscribe to Lawyer 2 Lawyer . (00:00) - Monologue: 3 Practical AI Use Cases for Lawyers (01:48) - Use Case 1: Collating & Aggregating Large Datasets (03:10) - Use Case 2: Interactive & Iterative AI Search (04:34) - Use Case 3: Creative Brainstorming & Revision Partnering (06:53) - Interview: Meet Nate Ruiz, Director of Product Management at NetDocuments (07:41) - Learning to Code, Bootcamp Life, & The Termscout / Screens AI Startup (11:39) - Transitioning to NetDocuments & Managing Customer Feedback (15:01) - Re-Architecting NetDocuments: The "Next Gen Experience" (18:08) - Unpacking the Legal Context Graph & Automated Doc Intelligence (22:46) - Ambient AI: AI That Works Without Asking (26:42) - Integrating Legal Authorities, Citations, & CourtListener (29:55) - How Developers Use AI Coding Agents & Claudecode (31:17) - What Is Model Context Protocol (MCP)? (34:14) - Data Cleanliness, Security, & AI Governance Best Practices (37:20) - Counter Program: "Holidays on Holiday" Defunct Holiday Trivia (47:58) - Outro & "Songs About Going on Trips" Spotify Playlist Click here to view the episode transcript.






