I am an AVP at JP Morgan Chase in Maharashtra, working in risk management and business consulting, and before that I was at Credit Suisse. I came to finance from engineering: I studied electronics and telecommunication at Bharati Vidyapeeth, then did a Masters of Management Studies in Finance at IES Management College. My first brushes with banking were internships at State Bank of India and Samarth EduFin Services.
Work
Below are some of my recent projects. Please request for the complete walkthrough of the locked projects.
01
Database-Connected AI Chatbot with Evals
Built a chatbot in five stages, from a plain OpenAI call to a system that remembers the conversation, calls tools and answers from a live database, then traced every answer in Langfuse and had AI judges score it.
02
Podcast Search MCP Server
Turned a semantic search engine over 1,009 product and technology podcast episodes into an MCP server, so an AI assistant can search the library, read transcripts, keep notes and run research briefs.
03
Personal AI Agent with Voice
Built an agent that searches and reads the web, remembers me between sessions, runs a job search from my resume, and answers the phone, with chat and voice sharing one memory.
04
Podcast RAG and Fine-Tuning
Built a question answering app over 149 podcast transcripts and saw why chunking matters, then fine-tuned a small open model to speak in a persona of my choosing.
Thoughts & Ideas
Notes on risk management, business consulting inside a bank, and moving from engineering into finance.
Moving From Engineering Into Finance
What Business Consulting Looks Like Inside a Bank
A Risk You Can Explain Is a Risk You Can Manage
Experience
Risk management and business consulting in banking, now as an AVP at JP Morgan Chase and earlier at Credit Suisse, built on a start in banking internships.
A risk you can explain in one sentence is a risk you can manage.
Stack
The models, databases and tools I used to build and ship the AI products on this page, from the first chatbot to RAG and fine-tuning.
in short
Work as an AVP at JP Morgan Chase across risk management and business consulting

Vinit skipped presentations and built real AI products. Want to know how?
Vinit Patil was part of the August 2026 cohort at Curious PM, alongside 24 other talented participants.
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