Lawyer builds agentic interview tool that maps legal workflows for AI pilots

jkubicki · x · 2026-10-18

jkubicki, a legal-tech practitioner, argues most law firms buy AI before understanding how individual partners actually practice. He built a workflow discovery tool: an agentic interviewer walks a lawyer through their work, helps pick one workflow to pilot or improve with AI, and looks past efficiency toward new value ("alpha").

Output is a visual workflow map plus a detailed breakdown showing where AI fits. The sample image maps the "refreshing sponsor-specific memory before a new deal" workflow—from receiving LOI/CIM through replaying past deals, kickoff briefings, and mid-negotiation lookups—with 6 numbered signposts marking AI opportunities.

The tool takes 20+ minutes of thoughtful answers ("garbage in, garbage out") and was just shared with his newsletter readers; he'll DM links on request.

Original post →

More from coding & agent

coding & agent channel →