Why in-house teams adopt this
Most legal-ops work is repetition with judgment edges. Agents handle the repetition, lawyers handle the edges. The contract review queue shrinks 60-80% without losing the lawyer-in-the-loop.
NDA triage
Utterance"When an NDA arrives in our intake inbox, compare it to our standard, flag deviations in confidentiality term, jurisdiction, and non-solicit. Draft a redline and leave it for review."
Cost~20K tokens per NDA, under $0.10 each. Saves ~20 minutes of attorney time.
Contract first-pass redliner
For inbound MSAs and DPAs, compare against the company's clause library (attached as a markdown knowledge file) and propose redlines with rationale. Lawyer always approves before sending back.
Deadline tracker
Utterance"Every Monday, pull contract renewal dates from our CLM, flag anything renewing in the next 60 days, and email the contract owner with a one-line summary and the renewal terms."
Clause library Q&A
An agent with access to the firm's markdown clause library, callable from any planner via MCP. Ask "what's our standard limitation of liability for SaaS deals over $100K?" and get the answer with the source clause.
Guardrails
- Output is always marked DRAFT FOR ATTORNEY REVIEW.
- No agent sends anything externally; humans always send.
- Full audit log of every contract reviewed and every redline proposed.