Legal eval

Legal Action Boundary Eval

LABE measures whether legal AI workflows take justified high-impact actions and avoid unjustified ones in negotiation, compliance, signature routing, and orchestrated review flows.

The eval is based on public legal workflow classes and is open-sourced for inspection.

Headline result

VerifiedX stopped unjustified legal actions without killing the workflow.

18

Unjustified high-impact action points executed by baseline.

0

Unjustified high-impact action points executed with VerifiedX.

0

False blocks in the current legal suite.

41.7% -> 100%

Workflow completion after intervention.

What LABE measures

Negotiation

Clause actions and signature routing.

Accepting counterparty positions, applying redrafts, marking issues resolved, and routing to signature only when the workflow is actually ready.

Compliance

Clearance, escalation, and remediation.

Marking agreements compliant, applying remediation markup, escalating failed checks, and blocking false clearance.

Composed systems

Receipts, lane changes, and continuation.

Intake agent to execution agent to upstream legal or compliance review, with the wrong action blocked and the workflow kept alive through the correct lane.

Open evidence

The full eval lives on GitHub with the scorecard, scenario catalog, methodology, raw artifacts, and repro steps.