When Agents Become Employees, Companies Need Memory.
Medhara is the AI Governance & Memory Control Plane 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
Sales Teams
Preserve deal intelligence. Prevent stance drift. Govern AI copilots.
Learn moreCustomer Success
Track account history across agents. Detect churn signals early. Maintain renewal context.
Learn moreAI Engineering
Centralize agent memory. Govern context retrieval. Track model decisions.
Learn moreCompliance & Risk
Reconstruct AI decisions. Monitor data access. Enforce policy controls.
Learn moreDesigned 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.