Principal AI Engineer

Architecting production-grade AI systems at enterprise scale.

14 years designing and delivering enterprise AI, ML, and distributed data platforms across financial services, healthcare, retail, and geospatial domains — from Fortune 100 programs to early-stage startups.

14Years of Experience
4Industries Served
Fortune 100Enterprise Clients
Startups& Enterprises
Data AI / ML Insights
Currently: Principal Engineer – Data/AI at Entrivis Tech, building production GenAI agents for Wells Fargo & CVS Health
01 · About

Deep AI expertise, applied where it matters.

I'm a Principal AI Engineer with 14 years of experience architecting and delivering enterprise-scale AI, ML, and distributed data platforms across financial services, healthcare, retail, and geospatial domains.

My focus is on production GenAI systems — agentic AI, retrieval-augmented generation (RAG), and LLM-powered applications — built on cloud-native infrastructure and large-scale distributed computing. I've led cross-functional engineering teams, defined technical strategy, and delivered AI platforms serving Fortune 100 enterprises, alongside hands-on work with fast-moving startups.

I care most about the gap between a promising model and a production system people can actually depend on — reliability, scale, cost, and trust all matter as much as accuracy.

Enterprise AI Strategy Technical Leadership Fortune 100 & Startups
01

GenAI & Agentic Systems

Designing autonomous, tool-using agents and multi-step LLM workflows for real enterprise processes.

02

RAG & LLM Applications

Retrieval-augmented generation pipelines and LLM applications built for accuracy, latency, and cost at scale.

03

Distributed Data Platforms

Large-scale distributed computing and data platforms that power ML and analytics across the business.

04

Cloud-Native AI Architecture

End-to-end AI platform architecture on modern cloud infrastructure, built to scale and to last.

LLMs RAG Agentic AI LangGraph LangChain MCP OpenAI Agents SDK Python Java TensorFlow Scikit-Learn MLflow AWS GCP Azure PySpark Kafka Airflow Snowflake Vector DB / Pinecone Django FastAPI Kubernetes Terraform
02 · Projects

Selected work.

Production GenAI, ML, and data platforms delivered for Fortune 100 enterprises and high-growth startups.

Financial Services · Wells Fargo

Wirectifier

A production GenAI agent that reviews wire payment transactions, identifies intermediary bank code discrepancies, and autonomously initiates corrective actions — cutting manual review time by over 80%.

MCPOpenAI Agents SDKPlaywright AgentLangSmith
Financial Services · Wells Fargo

SMILA

A GenAI agentic assistant integrating enterprise knowledge and action systems across Jira, Confluence, SharePoint, GitHub, and BAM — enabling contextual retrieval, application modernization, and automated actions.

LangGraphKafkaVector DBRAG
Insurance · Sivisoft / SquareML

RecordAIze

A GenAI-based data processing platform enabling underwriters to process unstructured content — improving underwriting efficiency by 30x.

LangChainSageMakerGeminiOCRRAG
Retail / MarTech · Walmart, Best Buy, Verizon

EPP & ARF

A real-time streaming data platform enabling in-session predictions and automated model retraining, executing marketing campaigns that drove revenue up to 10x.

StreamingAutoMLAWS
Geospatial · Ford, Daimler

HERE Platform Streaming Pipelines

Batch and real-time streaming data pipelines processing terabytes of data and millions of events per day on the #1-ranked HERE Platform.

SparkRayDaskKubernetes
Geospatial · Facebook, Yelp

Places Data Store (PDS)

A scalable system to receive, store, manage, and deliver high-quality places data through the Places Manager API — processing 1.2B+ records a day.

JavaHBaseHiveMapReduce
03 · Experience

Where I’ve built.

14 years architecting AI, ML, and data platforms across financial services, insurance, retail, and geospatial domains.

Principal Engineer – Data/AI · Entrivis Tech
Feb 2025 — Present
  • CVS Health (CAM): Architected an AI-powered claims processing system that automated claim analysis and cut manual review time by over 20%.
  • Wells Fargo (Wirectifier): Built a production GenAI agent that reviews wire payment transactions, identifies intermediary bank code discrepancies, and autonomously initiates corrective actions — reducing manual review time by over 80%. Built LangSmith-based evaluation workflows to measure agent execution and tool-call accuracy.
  • Wells Fargo (SMILA): Architected a GenAI agentic assistant integrating enterprise knowledge and action systems across Jira, Confluence, SharePoint, GitHub, and BAM for contextual retrieval and automated actions.
PythonMCPOpenAI Agents SDKLangGraphLangSmithVertex AI
Lead Data Scientist · Sivisoft / SquareML (acquired by BNB Healthcare)
Jun 2021 — Oct 2024
  • RecordAIze: Led architecture and implementation of a GenAI-based data processing platform enabling underwriters to process unstructured content — improving underwriting efficiency by 30x.
  • EPP & ARF: Led a real-time streaming data platform for MarTech enabling in-session predictions and automated model retraining for clients including Walmart, Best Buy, Advance Auto Parts, and Verizon — driving campaign revenue up to 10x.
LLMsRAGSageMakerPySparkStreaming ML
Senior Software Engineer · HERE Technologies
Sep 2015 — Apr 2021
  • Led design and implementation of batch and real-time streaming data pipelines on the #1-ranked HERE Platform, processing terabytes of data and millions of events per day for clients including Ford and Daimler.
  • Built the HERE MLflow plugin for managing ML experiments across the platform and marketplace.
  • Developed the Places Data Store (PDS), processing 1.2B+ place records a day for clients including Facebook and Yelp.
PythonSparkRayDaskKubernetesMLflow
Systems Engineer · Tata Consultancy Services
Dec 2012 — Sep 2015
  • Built MCube, a second-screen iOS companion app, including a data pipeline and collaborative-filtering recommendation engine powered by a graph-based Neo4j database.
JavaNeo4jSpringAWS EMR
04 · Education & Credentials

Formal training and continued learning.

Education

Postgraduate Program in Artificial Intelligence and Machine Learning BITS Pilani · 2018 – 2020
Post Graduate Diploma in Management – IT Projects Welingkar Institute of Management · 2016 – 2018
Bachelor of Engineering University of Mumbai · 2008 – 2012

Certifications & Training

Google Cloud Certified Professional Machine Learning Engineer Google Cloud · 2025
Perplexity AI Business Fellow Perplexity · 2025
Leadership Accelerator – Servant Leadership Program HERE Technologies · 2021
MongoDB for Java Developers Certification MongoDB · 2015
Google Analytics Certification Google · 2014
Oracle Certified Professional Java Programmer Oracle · 2012
05 · Contact

Let's build something reliable.

Open to conversations about enterprise AI strategy, GenAI platform work, and select advisory or leadership opportunities.

Opens your email client — replace with a form service (e.g. Formspree) for a no-reload submit.