Contract-review swarm on an MSA
A four-agent swarm redlines a vendor MSA — the critic earns its keep.
Open the live lab · pre-loaded to this scenario
Multi-Agent Orchestration Board
Context
A corporate legal team runs ~400 vendor MSAs a quarter. A single agent misses cross-references; the swarm splits it — a clause-extractor pulls terms, a risk-scorer flags liability/indemnity/termination, a redliner proposes edits, and a citation-checker verifies every claim against the firm's playbook.
The decision
Multi-agent buys ~30% higher risk-catch on this class for ~2.4× cost and latency. Trivially worth it on a $2M MSA; not on a $5k click-through.
What most miss
The value isn't the extra agents — it's the critic. Without an adversarial reviewer, a swarm just produces confident, un-cited redlines faster.
Stakes
One missed auto-renewal or uncapped-liability clause dwarfs a year of inference cost.
Studied · Agent & Protocol · verified 2026-07-03
Sources: Commercial-contracting norms — MSA structure, indemnity/liability/termination clauses; Public legal-AI product patterns — clause extraction + playbook checks