How Medhara Works

Four steps to turn fragmented AI data into governed, auditable institutional intelligence.

1

Capture Events

2

Govern Context

3

Build Institutional Memory

4

Audit Everything

1. Capture Events

Medhara ingests events from your AI stack — agent calls, model responses, tool invocations, user feedback — in real time via lightweight SDKs and webhooks. No schema changes required.

2. Govern Context

Before any context reaches an agent, Medhara applies your organization's policies — access controls, data classification, retention rules — ensuring only safe, relevant information is surfaced.

3. Build Institutional Memory

High-value knowledge is promoted from raw events into durable, versioned memory. Decision rationale, stance changes, and policy outcomes become organizational assets — not ephemeral chat logs.

4. Audit Everything

Every interaction — which agent, which model, which data, which tool, which memory — is immutably logged. Reconstruct any AI decision chain in seconds.

Simple integration. Powerful control.