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Initializing Neural Networks
Artificial Neural Network — Initialized

Puneet Sinha

Head of AI · India's Largest Asset Management Organisation

16+ years turning raw data into intelligent machines — from IBM Research to India's largest asset manager.
Move your cursor — activate the network.

Explore My Journey Get In Touch
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Input Layer

Architecting
Intelligent Futures

Data Science leader with 16+ years shipping AI in finance, travel, telco, and consulting. From handwritten-cheque OCR at Citibank to patent-filed agentic AI at India's largest asset management organisation — every project is one more layer of context, producing measurably better outcomes.

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Years in AI/ML
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Compliance Fines Eliminated via NLP at Citibank
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Fraud Capture at 5,000 TPS, <100ms Response
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Investors Served Monthly by My AI Systems

Live Inference — Aug 2024 → Present

Now Deployed at
India's Largest Asset Manager

Head of AI at India's largest asset management organisation — three flagship agentic AI systems, live in production, serving analysts, investors and compliance teams every day.

Multi-Agent RAG
Conversational Research AI for the Investments Team
Router → Retriever → Synthesizer → Citation-Checker agents over a ~70 GB, 5-year corpus of results, concalls and sell-side reports — for 15 analysts & fund managers covering 100 companies. Citation-forced answers on Azure AI Foundry private endpoints.
4d → 15minmeeting-notes turnaround
~70%queries auto-resolved, no manual lookup
<1%tracked hallucination rate
Multilingual GenAI
SmartAssist — Conversational AI on WhatsApp & Mobile App
Live full-service assistant for SIP, redemption, switch, NAV, KYC and fund discovery — in English, Hindi, Marathi and Gujarati. Secure auth, folio-level entitlements and SEBI-aligned info-vs-advice guardrails.
2 Lakhmonthly investors, ~17K daily active users
~5%call-centre deflection on serviceable intents
+3 ptsCSAT uplift since launch
Patent Filed
RiskSentinel — Agentic AI for Market-Abuse Surveillance
Extractor → Classifier → Risk-Scorer → Case-Builder pipeline surveilling multilingual dealer–broker chats, email and voice for insider trading and manipulation. Fine-tuned multilingual SLMs, human-in-the-loop, SEBI & IOSCO-aligned.
Patentframework filed — agentic surveillance AI
↓ FPsvs legacy keyword rules
100%auditable alert-to-decision trail

Transformer Architecture

The Training Journey

Each career phase is an encoder layer — attending to what matters, building richer context, producing elevated output. Watch the attention flow below.

Encoder Stack — Sequential Learning Layers →
→
Dec 2010
Senior SME
Amdocs
Embedding
→
Sep 2014
Asst Manager
Vodafone
Attention ×1
→
Nov 2015
Data Scientist
IBM Research
Attention ×2
→
Nov 2016
Lead Data Scientist
Infosys Ltd
Attention ×3
→
Oct 2017
Sr Data Scientist
Yatra.com
Feed-Forward
→
Aug 2018
AVP Data Science
Citibank
Multi-Head Attn
→
May 2023
National Lead AI/ML
Bajaj FinServ
Layer Norm
→
Apr 2024
Assoc Director AI
Sirrus.ai / Yukio
Residual
Aug 2024 — Now
Head of AI
India's Largest Asset Manager
Output Layer
Multi-Head Attention — What Each Phase Attended To
NLPHead 1
Deep MLHead 2
LLMsHead 3
FinTechHead 4
LeadershipHead 5
ResearchHead 6
GenAIHead 7
MLOpsHead 8

Attention Heatmap

Skill Weights & Strengths

Rendered as an attention matrix — each cell shows where expertise meets domain impact. Higher intensity = stronger attention weight.

Expertise
Industry
Innovation
Leadership

Token Flow → Model Output

What the Network Produces

When 16+ years of training meets real-world inference — these are the outputs that moved the needle.

◉
Citibank OCR Automation
CNN + RNN pipeline that automated 80% of handwritten cheque processing at Citibank — replacing manual effort at scale with production-grade deep learning. Still running in production.
CNNRNNOCRPython
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BERT NLP Compliance Monitor
Deep-learning text analytics monitoring 40+ regulations (incl. TCPA) across Citibank call centres — eliminating ~$200MM in potential fines, 20 new compliance policies, zero manual call listening.
BERTNLPComplianceFinServ
◈
LLM Contact-Centre Agent
Built and deployed a GenAI-powered contact-centre assistant at Bajaj FinServ using fine-tuned LLMs — driving 30% chatbot adoption and 10× faster first-response resolution.
LLMFLAN-T5LLaMABajaj
◍
Real-time Fraud Detection at 5,000 TPS
XGBoost + PySpark models trained on 45M transactions, served via ONNX with Redis caching and Nginx load balancing — 97%+ fraud capture in <100ms, cutting fraud losses by 40% at Citibank.
XGBoostONNXRedisPySpark
✦
GenAI Brochure Studio for Real Estate
Claude + Midjourney + ImageGen pipeline generating brand-aligned personalized brochures — saving ~₹50L per project, deployed for 5 clients including developers with ₹4000Cr annual revenue.
ClaudeMidjourneyGenAISirrus.ai
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Published Transformer Research
Authored "Truculent Post Analysis for Hindi Text" (BERT+LSTM) published in EAI.EU. Conference paper accepted at ICTACS-2024 (SN Journal). Technical reviewer for 2 Springer ML/AI publications. Patent filed: Adaptive AI for Proactive User Engagement & Retention (2025).
BERTLSTMSpringerPatent

Fine-Tuning Available — Consulting

Put This Network
To Work For You

Hands-on consulting from someone who ships AI at enterprise scale — not just advises on it. Every engagement starts with a working session on your problem.

◎
AI/ML Strategy
A clear, executive-ready roadmap from your current state to AI-driven results.
  • AI readiness assessment
  • Strategy roadmap + ROI projections
  • Tech stack recommendations
⬢
GenAI Implementation
From LLM selection to secure production deployment — built, not just planned.
  • LLM selection & fine-tuning
  • Agentic / RAG architecture
  • Production deployment & guardrails
◈
Technical Advisory
A senior technical partner in your corner for the decisions that matter.
  • Architecture & code review
  • Technology evaluation & risk
  • Responsible AI & hallucination control
✳
Team & Leadership Coaching
Build a data science team that ships — mentored by someone who has led 15+.
  • Team assessment & mentoring
  • Career development & 1:1s
  • Hiring & org design

No pitch decks — just a working session on your problem.

Book a Consultation

Final Activation — Output

Let's build
the future of AI
together.

Open to consulting engagements, senior AI leadership conversations, speaking & research collaborations.

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