---
title: "Harsh Agrawal - AI Engineer in Bengaluru | Tal"
description: "Meet Harsh Agrawal, AI Engineer @Axion | Ex@TigerAnalytics | Generative AI & ML Specialist | Global Finalist @Google Solution Challenge | Founder @Heurisko 🇮🇳 based in Bengaluru. AI stack includes claude code, cursor, and langchain. Explore public work links including medium and leetcode."
image: "https://tal.club/meet/harsh-agrawal-1/share-image"
---

# Harsh Agrawal on Tal

## Headline

AI Engineer @Axion \| Ex@TigerAnalytics \| Generative AI & ML Specialist \| Global Finalist @Google Solution Challenge \| Founder @Heurisko 🇮🇳

## About

I build AI systems that actually ship not demos\. As an AI Engineer, I work at the intersection of LLMs, agent architecture, and production engineering\. I've designed context\-aware retrieval systems using graph\-based RAG, built custom MCP servers that give AI agents real\-time access to live business data, and engineered compliance\-grade NLP pipelines that replaced costly vendor tooling all in production environments with real users and real stakes\. Before moving fully into AI engineering, I spent 3 years in data science building forecasting models, ETL pipelines, and analytics systems at scale which adds my understanding of data deeply, not just model APIs\. What drives me: closing the gap between what LLMs can theoretically do and what they reliably do in production\. I care about observability, cost efficiency, and building systems that hold up under pressure\. Currently exploring: agentic workflows, multi\-model orchestration, and LLM evaluation frameworks\. Open to AI Engineer roles where the problems are hard and the bar is high\.

## Location

Bengaluru

## AI stack

claude code

cursor

langchain

langfuse

langgraph

ollama

## Work experience

AI Engineer at Axion, Apr 2026 \- Present · 4 mo, Bengaluru, ● Built custom MCP server connecting internal DBs and exposing structured tools to a web client, enabling real\-time access to client sentiment, deal stages, and real time account status ● Engineered in\-house context knowledge graph using GRAG to dynamically surface current account details and relationships, replacing static context injection with graph\-aware retrieval ● Built AI Auditor to monitor cost, efficiency, use case coverage, and security issues across all Claude skills, providing org\-level visibility into AI spend and performance audit reports weekly

Senior Analyst at Axion, Aug 2025 \- Apr 2026 · 8 mo, Bengaluru, ● Developed GenAI agent using LangGraph \+ OpenAI for end\-to\-end data preprocessing and validation, integrated Langfuse for observability and Pydantic \+ Polars for high\-performance ● Led Client analytics solutions, guiding 8\-member team and taking production decisions

Senior Analyst at Tiger Analytics, Jan 2025 \- Jul 2025 · 6 mo, Bengaluru, Karnataka, India, ● Built a sales forecasting solution for Shell’s 1100\+ franchise stores using time\-series models and feature engineering to improve operational planning and inventory accuracy ● Developed ROI and scenario\-planning tools for client Amazon marketing spend across 2,000\+ SKUs, and created MMX scripts & Power BI dashboards to track accuracy, detect drift, and guide retraining decisions

DataScience Analyst at Tiger Analytics, Jul 2023 \- Dec 2024 · 1 y 5 mo, Chennai, Tamil Nadu, India, ● Designed ETL pipelines for MARS Inc\. harmonizing 40M\+ sales records across LATAM & APAC, and built Bayesian/heuristic MMX models for KIND Snacks guiding $65M\+ annual media investment decisions, also mentored 5\+ analysts during AI/ML training as trainer buddy\.

Software Development Intern at Miracle Corporation, Jan 2023 \- Aug 2023 · 8 mos, Remote, ● Supported cloud solutions team as an intern, specializing in cloud projects\. ● Demonstrated AWS proficiency through hands\-on tasks in deployment and troubleshooting\. ● Collaborated cross\-functionally, enhancing cloud infrastructure efficiency and problem\-solving\.

DSC Lead at Google Developer Student Clubs PSIT, Oct 2022 \- Jul 2023 · 10 mos, Kanpur, Uttar Pradesh, India, ● Connected students with Google resources: Facilitated access to Google tools and activities\. ● Mentored in tech stacks: Guided students in their tech specialties, fostering skill development\. ● Built community ties: Established collaborations with other Google communities, promoting a culture of knowledge\-sharing\.

Writer at Medium, Jan 2022 \- Jan 2023 · 1 yr 1 mo, Remote, I write blogs to share new learnings or interesting ideas in data science, modeling, and AI\.

Core Team Member at Google Developer Student Clubs PSIT, Sep 2020 \- Sep 2022 · 2 yrs 1 mo, ● Core team member of GDSC PSIT for 2 years, actively contributing to sessions on product development, web design, and organizing hackathons\. ● Conducted engaging sessions to impart knowledge and skills, fostering a culture of continuous learning within the community\. ● Played a key role in organizing hackathons and speaker sessions, providing valuable opportunities for hands\-on experience and networking\.

## Education

Bachelor of Technology \- BTech, Computer Science, PSIT Kanpur \(Pranveer Singh Institute of Technology\)

## Public links

- medium: https://medium\.com/@agrharsh2000
- leetcode: https://leetcode\.com/agrharsh2000

[View the original profile](https://tal.club/meet/harsh-agrawal-1)

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