---
title: "Ronak Kotak - Lead Product Manager - Data & AI Platforms in Bengaluru | Tal"
description: "Meet Ronak Kotak, VP, Lead Product Manager @ JPMorgan Chase | AI & Data Platforms | Business Transformation | Human-in-the-Loop Products | GenAI based in Bengaluru. AI stack includes claude, notebooklm, and openai."
image: "https://tal.club/meet/ronak-kotak/share-image"
---

# Ronak Kotak on Tal

## Headline

VP, Lead Product Manager @ JPMorgan Chase \| AI & Data Platforms \| Business Transformation \| Human\-in\-the\-Loop Products \| GenAI

## About

I build AI\-powered products that help financial services teams work faster, more accurately, and with greater confidence — at JPMorgan Chase, at enterprise scale\. My work sits at the intersection of product thinking, AI and data systems\. I run structured discovery with ops teams and analysts, identify workflow bottlenecks \(process re\-engineering\), and ship end\-to\-end products that pair intelligent automation with human\-in\-the\-loop review — so users trust the outputs, not just tolerate them\. What I've shipped: AI\-Assisted Covenant Monitoring Platform: End\-to\-end workflow replacing fully manual document review and data entry\. Documents are ingested, AI extracts key financial data points, and analysts review via a side\-by\-side interface extracted values alongside the source — before it feeds into the credit application\. Reduced unit processing time, analyst rework, and overall turnaround time\. Digital Client Document Portal: Replaced a shared\-mailbox email process with a self\-serve digital portal for clients to upload financial documents, track submission status, and receive automated reminders\. Led product direction, user discovery, and success metric definition — improving client experience, document turnaround time, and operational visibility\. Data Strategy & Data Migration: Leading migration of product and model data to AWS as part of an enterprise Data Hub build, maintaining analytics and monitoring continuity throughout\. Product Analytics & BCP: Built the monitoring and eval pipeline tracking AI model health, business OKRs, and operational KPIs\. Designed the product's Business Continuity Plan\. How I work: Structured discovery first — user interviews, ops shadowing, and cross\-team alignment before any solution commitment\. I define success in user outcome terms: processing time, turnaround, error rate, rework, adoption, satisfaction\. I partner closely with engineering, data science, and operations, and I'm comfortable going deep on technical tradeoffs while keeping the conversation anchored to user and business impact\. Background: 9 years across analytics, data engineering, and product\. MBA, Symbiosis Institute of Business Management, Bengaluru\.

## Location

Bengaluru

## AI stack

claude

notebooklm

openai

huggingface

Microsoft Copilot

## Work experience

Lead Product Manager \- Data & AI Platforms at JPMorganChase, Jan 2024 \- Present · 2 y 7 mo, Embassy Tech Village, Lead a team of AI Product Managers building AI\-powered document intelligence and workflow automation products for commercial lending business spanning product strategy, roadmap, team coaching, and cross\-functional delivery across ops, engineering, and finance stakeholders\.

Senior Associate – AI & Data Engineering at JPMorganChase, Apr 2022 \- Jan 2024 · 1 yr 10 mos, Bengaluru, Karnataka, India, Built a GenAI\-powered ingestion interface standardizing third\-party financial data into a unified schema, delivering $200K\+ in annual cost savings; led migration of legacy workflows to cloud\-native pipelines \(AWS\)

Associate – Data Analytics & Business Intelligence at JPMorganChase, Jul 2020 \- Apr 2022 · 1 yr 10 mos, Bengaluru, Karnataka, India, Delivered analytics and automation solutions on curated datasets using Tableau and Alteryx; developed forecasting models improving operational efficiency by 40%\.

MBA Project Intern at Britannia Industries Limited, Dec 2017 \- Jan 2018 · 2 mos, Bengaluru, Karnataka, India

MBA Summer Intern at JPMorgan Chase & Co\., Apr 2017 \- Jun 2017 · 3 mos, Bengaluru, Karnataka, India, Secured Pre Placement Offer \(PPO\)

Trainee \- Planning Engineer at Rajoo Engineers Limited, Jul 2014 \- Jun 2015 · 1 yr, Gujarat, India, Analyzed production data and performance metrics to identify trends, inefficiencies and areas for improvement

## Education

Master of Business Administration, Operation Management, Symbiosis Institute of Business Management \(SIBM\) Bengaluru

Bachelor of Engineering \- BE, Mechanical Engineering, Gujarat Technological University \(GTU\)

[View the original profile](https://tal.club/meet/ronak-kotak)

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