OSS use cases
See the governance story, not just the feature.
Each story follows a real role through a governance problem: the evidence they need, the BHANUJ - AI Governance Platform workflow they use, and the durable outcome they take back to their team.
These are OSS workflows only. BHANUJ - AI Governance Platform records governance state, evidence, decisions, and audit context; your systems retain ownership of runtime execution and deployment.
Choose your starting point
Governance Stories
AI Engineer
Evaluate an AI application before release
Turn a proposed support-assistant change into evaluation evidence and a reviewable governance decision before a separate release system acts.
Read the storyML Engineer
Reproduce and investigate a failed AI execution
Reconstruct a bad production outcome from retained source evidence, then compare the new result without overwriting history.
Read the storyAI Architect
Govern prompts, models, and datasets as first-class assets
Record the exact governed inputs behind an AI result so teams can trace identity, version, provenance, and relationships over time.
Read the storyGovernance & Risk Reviewer
Make an evidence-based governance decision
Move from a governance requirement to an explainable outcome, with the evidence and lineage a reviewer needs to defend the conclusion.
Read the storyPlatform Engineer
Integrate governance into an existing AI platform
Add a governance control plane to the systems you already run through public REST and MCP interfaces, without moving orchestration into BHANUJ - AI Governance Platform.
Read the story