When Agents Become Employees, Companies Need Memory.
Medhara is the Institutional Memory Layer for Enterprise AI that ensures your organization learns, remembers, and audits every AI decision — across tools, agents, and teams.
Add governed memory, context control, and decision traceability to your enterprise AI in minutes.
Enterprise-ready • Policy-aware • Immutable audit trails
AI Tools Don't Share Intelligence. They Share Data.
- Context gets fragmented
- Decisions aren't versioned
- Stance history disappears
- Agents retrieve raw data without governance
- No unified audit trail exists
Companies don't lose files. They lose why decisions were made.
As AI scales, this problem compounds.
Meet Medhara.
The AI Governance & Memory Control Plane that turns fragmented data into governed, auditable institutional intelligence.
- Determines what context is relevant and safe
- Packages governed context for agents
- Logs every AI interaction
- Promotes high-value knowledge into institutional memory
- Detects drift, contradictions, and policy violations
Your agents stop guessing.
Your organization starts compounding intelligence.
Built-In Governance
Every AI interaction is fully traceable. Medhara gives you complete visibility into:
- Which agent accessed which data
- Which model generated which output
- What memory influenced the decision
- What tools were invoked
- What changed over time
Reconstruct any AI decision. Prove compliance. Deploy AI safely at scale.
Governance
Full audit trail for every AI decision, every agent, every interaction. Built in — not bolted on.
How It Works
Capture Events
Govern Context
Build Institutional Memory
Audit Everything
Simple integration. Powerful control.
Explore Use Cases
Designed to Be Embedded
- Via SDK for custom agents
- Via webhooks for SaaS tools
- Via APIs for enterprise AI platforms
It doesn't replace your stack. It becomes the memory and governance layer beneath it.
Embedded silently. Powering everything.
with medhara.track():
agent.run()Why Enterprises Choose Medhara
Memory is no longer optional. It's infrastructure.