When Workflows Do the Work: AI Agents, Automation, and Human Judgment for In-House Legal

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For most legal teams, workflow automation still means routing requests, triggering approvals, and moving information from one step to the next. AI agents change that equation: workflows can now analyze information, make conditional decisions, draft and review documents, and take action across systems.

On Thursday, October 29, 2026, Noam Zimmerman, Senior Legal Engineer at Chamelio, and Vera Stojilovic, Legal Operations at Nutanix, walked through what in-house teams can automate end to end today, where human judgment still needs to stay in the loop, and how to design workflows that do the work instead of just moving it.

In this session, attendees learned how to:

  • Identify which legal workflows are ready for end-to-end automation and which still need human review
  • Design conditional workflows that handle exceptions, escalations, and multi-step approvals without manual triage
  • Use AI agents to analyze intake, generate and review documents, and take action across connected systems
  • Set review points, guardrails, and accountability for agent-driven decisions
  • Gauge the capacity impact of shifting from moving work to completing it

Who Benefited Most:

‍This program was designed for in-house counsel, legal operations professionals, and legal team leaders who own or are rethinking how work moves through the legal department. It proved especially valuable for those responsible for legal intake, contract workflows, approvals, legal tech evaluation, or AI governance.

The recording is available for viewing via our paid CLE library—In-House Connect On-Demand.

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Event Speakers

Noam Zimmerman

Noam Zimmerman

Senior Legal Engineer, Chamelio

Vera Stojilovic

Vera Stojilovic

Legal Operations, Nutanix

“NDAs used to be a bottleneck. Now, Chamelio handles the first pass and only escalates what needs legal review, cutting turnaround time from 24 hours to under an hour.”
Noa Rosenberg Segalovitz
General Counsel at Lightricks

60% Faster business turnaround

40% Fewer negotiation turns

“It’s like adding an extra team member handling routine work like a junior associate while providing strategic insight like a seasoned attorney. The result is faster, higher-quality legal work with more bandwidth for what truly requires human judgment.”
Noa Weyl
General Counsel at Bizzabo
"I've never seen anything like Chamelio. It's like having a mind-reading assistant that thinks alongside me, reducing our legal review time by 90%. The accuracy and quality are remarkable, allowing our team to shift from routine contract review to strategic initiatives that drive business growth."
Duncan McQueen
Assistant GC, Integrity
"Chamelio’s platform has been a game changer for our team. Its powerful agents provide significant value, and the ability to upload agreements and instantly extract key information and analyze contract data without manual work is extremely helpful."
Maayan Yaakobovich
Senior Legal Counsel at Radware

See how Chamelio replaces your CLM and brings legal into the AI era.

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