An AmLaw 100 Firm Governed AI-Driven Contract Review at Scale
An AmLaw 100 law firm processing 4,000+ contracts per month. AI agents handle initial contract review, risk clause identification, redline suggestions, and routing to specialty attorneys. Over 280 attorneys across 12 practice areas.
The Challenge
What they were facing
18%
of AI contract recommendations contained material errors
$4.2M
in malpractice exposure from unreviewed AI-generated contract advice
0
AI recommendations had traceable audit trails to the underlying analysis
How it works
See the difference
Contract uploaded for review
Master Services Agreement, 42 pages
AI generates redline suggestions
14 recommended changes, 3 contain errors
Sent directly to client
No attorney review of AI recommendations
Client relies on flawed advice
Material liability clause missed
The Solution
What they deployed
- Installed Legal Operations domain pack with contract review, litigation, and compliance intents
- Configured mandatory attorney review for all AI recommendations on contracts > $500K
- AI confidence scoring: recommendations below 85% confidence auto-escalate to senior partner
- Practice area routing: AI recommendations matched to correct specialty attorney automatically
- Full provenance chain: every recommendation tagged as AI-generated, attorney-reviewed, or attorney-originated
Implementation
From zero to governed
Week 1
Map
Catalogued all AI contract review workflows. Identified 6 AI agents across M&A, IP, Employment, and Commercial practice areas.
Week 2
Configure
Installed Legal Ops domain pack. Defined review thresholds by contract value, clause type, and practice area.
Week 3
Integrate
Connected document management system, practice management tools, and attorney notification workflows.
Week 4
Enforce
Enabled enforcement. First AI recommendation properly routed and reviewed within 30 minutes of going live.
Results
Measurable impact
0%
Unreviewed AI advice to clients
Since deployment
0%
Error reduction
In AI contract recommendations
0%
Recommendations with provenance
AI vs. attorney attribution
0x
Faster contract review
AI drafts + attorney validation
Decision Replay
Real decisions, full trace
legal.contract.review-recommendationRISK: 18/100ALLOW42msAI reviews NDA template for startup client, 6 pages, standard terms
Resolved by: Policy: standard NDA templates auto-approved with boilerplate check
legal.contract.review-recommendationRISK: 82/100ESCALATE38msAI reviews $8.2M acquisition agreement, identifies 14 risk clauses
Resolved by: M&A Partner (reviewed in 45m, approved 11/14 recommendations)
legal.contract.redline-generationRISK: 56/100ESCALATE34msAI generates redline for employment agreement, 3 non-compete clauses flagged
Resolved by: Employment Law Associate (reviewed in 18m)
legal.contract.client-communicationRISK: 64/100ESCALATE28msAI drafts client memo summarizing contract risk assessment
Resolved by: Supervising Partner (reviewed and approved memo in 12m)
“AI contract review is incredibly powerful, but sending unreviewed AI recommendations to clients was a malpractice risk we could not accept. Intended ensures every AI recommendation gets the right level of attorney oversight without slowing us down.”
Managing Partner, AmLaw 100 Firm
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