LlamaIndex Integration Blueprint

Framework runs the agent, Stacksona handles approvals in one governance workspace.

Stacksona logs retrieval events and review decisions to task timeline before final response synthesis.

Governance object: retrieved nodes + citation/source policy.

Sequence Diagram

This flow stays in-product and focuses on guided approvals instead of API-level implementation details.

Why this gate point: RAG governance is clearest between retrieval and synthesis where source quality and citation completeness are known.

How it works

Approvals, reviewer actions, and audit history are managed in the dashboard automatically.

Teams can monitor request status, review outcomes, and governance checkpoints without needing implementation details.

Implementation Patterns

Task-first Correlation

Start governance early so every milestone stays connected in one timeline.

Event-driven Audit Trail

Every key milestone is recorded in an immutable timeline for clear review and accountability.

Decision-linked Continuation

Use the review outcome to continue, revise, or stop work with full accountability.