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CASE STUDY 01 // PRODUCTION VOICE AI

i-Assist — Production AI Voice & Conversational Assistant

A production multimodal voice AI assistant built for ICICI Prudential's iInvest platform, enabling investors on Android and iOS to access live portfolio insights, fund comparisons, NAV metrics, and automated FAQs through natural speech.

STATUS
Live in Production
USER REACH
Thousands of Daily Users
RESPONSE LATENCY
~2–4 Seconds End-to-End
PLATFORMS
Android & iOS (iInvest)

What Was Built

Developed primarily by Dhruv Dixit at ICICI Prudential AMC, i-Assist represents an early production-scale voice AI implementation in Indian financial services. The system connects investor voice queries to real-time fund records, mutual fund fact-sheets, historical returns, and live portfolio valuations.

  • Live Portfolio Valuation: Real-time integration with backend CAMS SOAP records and Manthan data lakehouse to fetch unrealized gains, folio balances, and top performing schemes.
  • Scheme & Metric Comparisons: Side-by-side comparative analysis of mutual fund schemes, risk profiles, expense ratios, and historical annualized XIRR.
  • Voice-First Conversational Experience: Low-latency streaming speech-to-text, real-time voice activity detection (VAD), and natural text-to-speech audio synthesis.
  • Enterprise Guardrails: Strict SEBI statutory risk disclaimers, PII tokenization, and deterministic financial schema validation preventing hallucinations.

Technical Architecture & Technology Stack

AUDIO TRANSPORT & VAD

LiveKit Agents, WebRTC audio streaming, Silero VAD for natural speech interruption.

SPEECH & REASONING

OpenAI Whisper & Sarvam Indic STT, Google Gemini 1.5 Pro & OpenAI GPT-4 reasoning, ElevenLabs streaming TTS.

TOOL INTEGRATION (MCP)

Model Context Protocol (FastMCP) servers connecting authenticated folio APIs and daily NAV data feeds.

Looking to build a production Voice AI or conversational assistant?

Let's discuss architecture, latency budgets, and deployment strategies.

Email: dhruvships@gmail.com