Mutual fund query chatbot
Real-time
streaming
WS
protocol
Full
audit log
System Architecture
Engineering Deep Dive
Real-time Streaming
Built a custom WebSocket architecture over FastAPI to stream tokens directly to the client interface, delivering sub-second time-to-first-token (TTFT).
Zero-Hallucination Guardrails
Before any numerical data (NAV, returns) is streamed to the user, the agent intercepts the payload, validates it against live financial APIs, and aborts if a discrepancy is found.
Audit Logging
Implemented an asynchronous background task to securely log every interaction pair to a compliant datastore to meet SEBI guidelines for financial advisory interactions.
Business Impact
Provided thousands of investors with instant, accurate portfolio insights 24/7 without risking regulatory violations due to AI hallucinations.
Technologies Used
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