Cutting first-pass contract review time for an in-house legal team
An in-house legal team facing rising contract volume introduced AI-assisted clause-level review to reduce first-pass turnaround.
The challenge
Contract volume was outpacing legal team capacity, and first-pass review of standard commercial agreements was consuming senior counsel time that could go to higher-value work.
Our approach
- 01Built a clause-level risk analysis workflow grounded in the team's existing playbook
- 02Deployed AI-assisted redlining with a structured attorney approval step
- 03Integrated the workflow into the team's existing document management system
The results
First-pass review time per standard contract
~35 minutes
Contracts requiring senior counsel escalation
Reduced, reserved for genuine edge cases
Weekly contract throughput
Meaningfully higher without added headcount
The outcome
The legal team absorbed rising contract volume without adding headcount, and senior counsel time shifted toward negotiation and genuinely novel risk issues.
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