Every Decision,
Traced.
BUILT FOR BANKING · HEALTHCARE · INSURANCE · LEGAL · GOV
Today's AI agents are smart—but their reasoning is invisible.
Mala changes that.
The Siphon
Real-time decision ingestion. Latent semantic capture at the moment of execution.
The Decision Graph
Precedents searchable across agents. Every exception connected to every outcome.
The Missing Record:
Why AI Agents Fail Audits
Today's agents are like extremely smart interns on day one. They know the rules—but not how those rules have been applied, modified, or overridden in practice. That invisible gap is a liability.
Mala learns from every agent interaction across your stack.
Invisibly woven into your existing agent framework.
For Regulated Finance:
Every AI credit call, traced.
As your model approves or declines, Mala captures the full reasoning chain—including which precedents were applied and which were overridden.
For Clinical AI:
Synthesize care decisions with confidence.
Turn AI-assisted diagnosis into defensible clinical records. Every recommendation sealed against tampering before the patient leaves the room.