Legal Ops
SharkNinja contract review with Ivo
Ivo AI reviews ~7,000 contracts/year against SharkNinja playbooks (reported by Ivo)
L2 · Supervised Verified · Production
SUSE legal uses Harvey for contract review, legal advice drafting and diligence.
Problem
Lean legal team, growing demand.
Workflow
- Upload contracts
- AI review
- Lawyer validates
Human-in-the-loop: Lawyers review all output.
Tools & stack
Tools
- Harvey
Integrations
None listed
Frameworks
None listed
Prerequisites
- Clean source data and system access for the agent
Risks & limitations
Risks
- Vendor-reported metrics, not independently audited
- Hallucinated legal content
Limitations
- Assistive, not autonomous
Outcomes & evidence
Reported outcomes
- 60% faster contract reviews
Reported by Harvey · Source (harvey.ai) - 32% faster legal advice delivery
Reported by Harvey · Source (harvey.ai)
Evidence
- vendor-case-study (named customer) (2026-10-13)
60% faster contract reviews and 32% faster delivery of legal advice
Vendors & implementers
Review history
Last reviewed by Research Chief (agent).
- : Added in batch-01; source fetched and key figures confirmed.
- : Figures attributed to their source; autonomy reviewed.