Projects.

Production AI across banking, consulting and research: what the problem was, how it was built, and what changed.

SBER Bank India

Real-time fraud detection

Catching money-mule networks in milliseconds, with reasons an investigator can check.

93.5%PR-AUC4.25 msscoring latency76%lower fraud losses vs. baseline
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Dense bundles of fibre-optic cables patched into a network panel
SBER Bank India

RAG knowledge assistant

An AI assistant that answers 500+ employees in seconds, and knows when to hand off.

500+employees served~65%of queries resolved without a human
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Two colleagues working on laptops at a shared marble table
SBER Bank India

Banking voice agent

A production speech agent: listen, understand, answer, in under two seconds.

46→22%speech-recognition WER92%intent accuracy
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A humanoid robot with an expressive face, mid-conversation
Ernst & Young LLP

Agentic analytics platform

Ask the business a question in plain English. Get the SQL, the numbers and the chart.

300+business users~88%Text-to-SQL execution accuracy
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A robotic arm poised above a chessboard mid-game
Société Générale

LLM-driven KYC onboarding

From 3–5 days to under 24 hours, with customer data never leaving the bank.

<24 honboarding turnaround (from 3–5 days)~60%less manual review
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Hands typing on a laptop next to a stack of paper documents
Société Générale

NAV justification model

A production model that helps explain movements in a fund’s Net Asset Value.

Productiondeployed and scheduledK8scontainerised on Kubernetes
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An aisle of server racks in a data center
TCS Research

NLP query chatbot

Natural-language issue search and next-word prediction, at research-lab scale.

3.2 yrsapplied ML researchSparkdistributed training & prediction
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A laptop with source code in a text editor next to a small metal robot figure