---
title: "Abhilash Kumbhare - AI Engineer-II in Bengaluru | Tal"
description: "Meet Abhilash Kumbhare, AI Engineer | Generative AI (LLMs, RAG, Agents) | AWS Bedrock | LangChain | LangGraph | NLP | Python | Building Production AI Systems for Fortune 500 based in Bengaluru. AI stack includes claude code, claude, and langchain."
image: "https://tal.club/meet/abhilash-kumbhare/share-image"
---

# Abhilash Kumbhare on Tal

## Headline

AI Engineer \| Generative AI \(LLMs, RAG, Agents\) \| AWS Bedrock \| LangChain \| LangGraph \| NLP \| Python \| Building Production AI Systems for Fortune 500

## About

AI Engineer specializing in Generative AI and Agentic AI systems, with hands\-on experience building and deploying production\-grade AI applications for Fortune 500 enterprises\. My work focuses on designing scalable, real\-world AI systems using multi\-agent architectures, Retrieval\-Augmented Generation \(RAG\), and cloud\-native deployments\. 🔹 What I Do: • Build LLM\-powered systems \(RAG, multi\-agent workflows, automation pipelines\) • Develop production\-ready GenAI applications using AWS Bedrock, LangChain, and LangGraph • Design end\-to\-end AI architectures integrating APIs, vector databases, and cloud services 🔹 Key Impact: • Built a multi\-agent GenAI system for AIG generating 1,500\+ SQL test scripts across 300\+ tables with \~70% accuracy • Reduced manual QA effort by \~60%, saving 30\+ engineering hours weekly • Developed a Text\-to\-SQL chatbot with \~85% accuracy serving 50\+ users across multiple teams • Delivered scalable AI systems deployed across enterprise environments 🔹 Tech Stack: Generative AI \| LLMs \| RAG \| LangChain \| LangGraph \| AWS Bedrock \| Claude \| OpenAI Python \| FastAPI \| Vector DBs \(FAISS, Chroma, PgVector\) AWS \(Lambda, S3, API Gateway, CloudWatch\) \| Azure Databricks \| Snowflake 🔹 Certifications: AWS ML Specialty \| AWS AI Practitioner \| Azure Data Engineer 🔹 Open to: AI Engineer / Generative AI / Applied AI roles \(India & Remote\) If you're building serious AI systems or hiring for GenAI roles, let’s connect\.

## Location

Bengaluru

## AI stack

claude code

claude

langchain

langgraph

langsmith

githubcopilot

## Work experience

AI Engineer\-II at IQVIA, Aug 2026 \- Present · 2 mos, Bengaluru, Karnataka, India

Associate Data Scientist at Cognizant, Jan 2024 \- Present · 2 yrs 9 mos, Pune District, Maharashtra, India, Project 1: Multi\-Agent GenAI System\(Data Test Script Generator\) • Architected and deployed a multi\-agent LLM system using AWS Bedrock, Claude, LangChain, and LangGraph to automate SQL test script and test case generation from STTM documents • Designed agent pipeline: STTM Parser → Feature Analyzer → Context Extraction → Context Builder → SQL Generator → LLM\-as\-a\-Judge Validator → Document Generator • Generated 1,500\+ SQL scripts across 300\+ tables with \~70% accuracy, reducing manual QA effort by \~60% and saving 30\+ engineering hours weekly • Deployed as FastAPI microservice with AWS \(S3, SNS, CloudWatch\) and IDE\-integrated agent workflows • Ensured production reliability with 85%\+ test coverage and SonarQube quality enforcement \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Project 2: Text\-to\-SQL GenAI Chatbot\(Data Profiling and Analytics chatbot\) • Built a production\-grade Text\-to\-SQL chatbot using LangChain, Bedrock/OpenAI, Snowflake, and FAISS • Implemented schema\-aware RAG by embedding Snowflake metadata for context\-grounded query generation • Enabled multi\-turn conversations using memory without repeated schema retrieval • Achieved \~85% accuracy across validation scenarios and supported 50\+ users across 8\+ teams

Programmer Analyst at Cognizant, Nov 2022 \- Dec 2023 · 1 yr 2 mos, Pune District, Maharashtra, India, • Developed NLP pipeline for sentiment analysis and topic modeling \(LDA\) on social media data • Identified key complaint clusters using coherence score tuning, enabling data\-driven decisions for operations teams

Programmer Analyst Trainee at Cognizant, Nov 2021 \- Nov 2022 · 1 yr 1 mo, Pune Division, Maharashtra, India, • Modernized legacy ETL pipelines using Azure Databricks, reducing runtime by 37% • Built scalable data pipelines \(Bronze\-Silver\-Gold\) for enterprise analytics

## Education

Bachelor of Engineering, Mechanical Engineering, Savitribai Phule Pune University

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

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