Ayush Choudhary profile photo 1 on Tal

Ayush Choudhary

Data Scientist | Expertise in Machine Learning, GenAI & Product Development | Immediate Joiner | Open to Roles in Finance, Gaming, and Beyond

Bengaluru

6+ years of work experience

Gallagher
Jun 20251 yr 3 mosPresent

AI-Powered Document Processing & Business Automation โ€ข Architected and deployed AI-powered document processing systems reducing manual extraction time from hours to minutes per document, delivering $500K+ annual cost savings for 10K+ insurance documents, enabling brokers to make faster decisions โ€ข Engineering multi-modal AI solutions across different Insurance documents using SoTA Models with chain-of-thought prompting and RAG-based contract review systems, achieving 95% accuracy with human-in-the-loop systems โ€ข Educating business and tech leaders on foundational GenAI principles, establishing structured frameworks for efficiency and scalability using Azure Functions, Snowflake, and GCP with Pydantic models for business rule validation
ZS
May 20223 yrsApr 2025

Bengaluru, Karnataka, India

๐——๐˜†๐—ป๐—ฎ๐—บ๐—ถ๐—ฐ ๐—ง๐—ฎ๐—ฟ๐—ด๐—ฒ๐˜๐—ถ๐—ป๐—ด ๐—ฎ๐—ป๐—ฑ ๐—ฃ๐—ผ๐—ฟ๐˜๐—ณ๐—ผ๐—น๐—ถ๐—ผ ๐—ข๐—ฝ๐˜๐—ถ๐—บ๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป โ€ข Developed and deployed an algorithm that dynamically recommends which physicians to target based on their behavior, maximizing overall sales and contributing to a 20% increase in the drug sales growth rate. โ€ข Implemented a mixed data sourcing strategy and built multiple predictive and reactive triggers to capture brand-wise opportunities at the HCP level, enhancing prediction confidence and maintaining comprehensive coverage. โ€ข Led cross-functional teams across time zones, ensuring clear communication and timely delivery of outputs. ๐——๐—ผ๐—ฐ๐—œ๐—ป๐˜๐—ฒ๐—น.๐—”๐—œ - ๐—ฃ๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜ ๐——๐—ฒ๐˜ƒ๐—ฒ๐—น๐—ผ๐—ฝ๐—บ๐—ฒ๐—ป๐˜ โ€ข Created HCP-level embeddings for multiple markets, compressing 2k sparse features into low-dimensional dense representations to enhance data efficiency and improve model performance by 10% compared to traditional methods. โ€ข Utilized these embeddings to develop multiple business opportunities across therapeutic areas, for emerging pharma. โ€ข Developed an innovative method to enhance model interpretability and build stakeholder trust by calculating SHAP values for original features, providing clear explanations alongside HCP predictions for a therapy area in given market. ๐—ฅ๐—ฒ๐—ฑ๐—ฎ๐—ฐ๐˜๐—ผ๐—ฟ ๐—•๐—ผ๐˜ โ€ข Developed an advanced document redaction bot for clinical trial PDFs using generative AI and state-of-the-art LLMs, implementing a human-in-the-loop system to automate personal information redaction across diverse document types. โ€ข Achieved 96% recall rate in sensitive information detection while reducing processing time from weeks to hours and cutting per-document redaction costs by over 90% across multiple document formats. โ€ข Designed and solely executed the end-to-end redaction bot project, from initial conception through comprehensive user acceptance testing, demonstrating full-cycle product development capabilities.
Multiplier
May 20213 mosJul 2021

Remote

Streamlined operations by developing internal tools that automated manual SOPs, resulting in increased team efficiency and saving more than 60 hours of manual tasks. Partnered with the Product Manager to design comprehensive wireframes, user journeys, and workflow diagrams for over 10 product features. Designed and executed a detailed 12-step onboarding workflow for new members, enhancing organizational integration and operational effectiveness.
Cosy Kisaan
Sep 20202 mosOct 2020

Collaborated within a 4-member engineering team to design the virtual model of the container farm. Conducted market research to identify potential customers, analyze competition, establish KPIs, and coordinate raw material arrangements.
Spring Fest
Aug 20191 yrJul 2020

Kharagpur Area, India

Selected among 200+ applicants, managed a team of 35 associates and 25 volunteers to publicize Spring Fest 2020 across three states, achieving a 110% increase in participation. Led sponsorship efforts that secured over INR 17 lakhs, organized an international carnival with global artists, handled branding deliverables for 85 companies amounting to INR 1.5โ€ฏCr, and developed the official annual newsletter and souvenirs distributed to 350+ colleges and 40,000 alumni.
Spring Fest
Aug 20181 yrJul 2019

Kharagpur, India

Doubled event participation through strategic regional promotion in Haryana, Himachal Pradesh, and Jammu & Kashmir. Led a team of 12 Campus Ambassadors and 25 volunteers to deliver branding agreements for 85 companies worth INR 1.2โ€ฏCr.

Ayushโ€™s AI Stack

antigravity
antigravity
cursor
cursor

Education

Indian Institute of Technology, Kharagpur

Bachelor of Technology - BTech

Indian Institute of Technology, Kharagpur

20184 yrs2022

Senior Secondary Education, Mathematics

Jayshree Periwal International School - India

20162 yrs2018

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Headline

Data Scientist | Expertise in Machine Learning, GenAI & Product Development | Immediate Joiner | Open to Roles in Finance, Gaming, and Beyond

About

Data Scientist with experience in Machine Learning, Advanced Analytics, and AI Engineering. Proven expertise in designing, building, and deploying scalable end-to-end AI solutions, focusing on Supervised Learning, Natural Language Processing, and Generative AI applications. Currently leading GenAI automation initiatives at Gallagher Insurance, developing document processing systems using Prompts, RAG and Agentic AI based solutions for insurance operations. Passionate about using cutting-edge technologies to deliver business impact through efficiency & automation.

Location

Bengaluru

AI stack

antigravity

cursor

Work experience

Senior GenAI Engineer at Gallagher, Jun 2025 - Present ยท 1 yr 3 mos, AI-Powered Document Processing & Business Automation โ€ข Architected and deployed AI-powered document processing systems reducing manual extraction time from hours to minutes per document, delivering $500K+ annual cost savings for 10K+ insurance documents, enabling brokers to make faster decisions โ€ข Engineering multi-modal AI solutions across different Insurance documents using SoTA Models with chain-of-thought prompting and RAG-based contract review systems, achieving 95% accuracy with human-in-the-loop systems โ€ข Educating business and tech leaders on foundational GenAI principles, establishing structured frameworks for efficiency and scalability using Azure Functions, Snowflake, and GCP with Pydantic models for business rule validation

Data Scientist at ZS, May 2022 - Apr 2025 ยท 3 yrs, Bengaluru, Karnataka, India, ๐——๐˜†๐—ป๐—ฎ๐—บ๐—ถ๐—ฐ ๐—ง๐—ฎ๐—ฟ๐—ด๐—ฒ๐˜๐—ถ๐—ป๐—ด ๐—ฎ๐—ป๐—ฑ ๐—ฃ๐—ผ๐—ฟ๐˜๐—ณ๐—ผ๐—น๐—ถ๐—ผ ๐—ข๐—ฝ๐˜๐—ถ๐—บ๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป โ€ข Developed and deployed an algorithm that dynamically recommends which physicians to target based on their behavior, maximizing overall sales and contributing to a 20% increase in the drug sales growth rate. โ€ข Implemented a mixed data sourcing strategy and built multiple predictive and reactive triggers to capture brand-wise opportunities at the HCP level, enhancing prediction confidence and maintaining comprehensive coverage. โ€ข Led cross-functional teams across time zones, ensuring clear communication and timely delivery of outputs. ๐——๐—ผ๐—ฐ๐—œ๐—ป๐˜๐—ฒ๐—น.๐—”๐—œ - ๐—ฃ๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜ ๐——๐—ฒ๐˜ƒ๐—ฒ๐—น๐—ผ๐—ฝ๐—บ๐—ฒ๐—ป๐˜ โ€ข Created HCP-level embeddings for multiple markets, compressing 2k sparse features into low-dimensional dense representations to enhance data efficiency and improve model performance by 10% compared to traditional methods. โ€ข Utilized these embeddings to develop multiple business opportunities across therapeutic areas, for emerging pharma. โ€ข Developed an innovative method to enhance model interpretability and build stakeholder trust by calculating SHAP values for original features, providing clear explanations alongside HCP predictions for a therapy area in given market. ๐—ฅ๐—ฒ๐—ฑ๐—ฎ๐—ฐ๐˜๐—ผ๐—ฟ ๐—•๐—ผ๐˜ โ€ข Developed an advanced document redaction bot for clinical trial PDFs using generative AI and state-of-the-art LLMs, implementing a human-in-the-loop system to automate personal information redaction across diverse document types. โ€ข Achieved 96% recall rate in sensitive information detection while reducing processing time from weeks to hours and cutting per-document redaction costs by over 90% across multiple document formats. โ€ข Designed and solely executed the end-to-end redaction bot project, from initial conception through comprehensive user acceptance testing, demonstrating full-cycle product development capabilities.

Product Management Intern at Multiplier, May 2021 - Jul 2021 ยท 3 mos, Remote, Streamlined operations by developing internal tools that automated manual SOPs, resulting in increased team efficiency and saving more than 60 hours of manual tasks. Partnered with the Product Manager to design comprehensive wireframes, user journeys, and workflow diagrams for over 10 product features. Designed and executed a detailed 12-step onboarding workflow for new members, enhancing organizational integration and operational effectiveness.

Research And Development Intern at Cosy Kisaan, Sep 2020 - Oct 2020 ยท 2 mos, Collaborated within a 4-member engineering team to design the virtual model of the container farm. Conducted market research to identify potential customers, analyze competition, establish KPIs, and coordinate raw material arrangements.

Core Organising Team Member at Spring Fest, Aug 2019 - Jul 2020 ยท 1 yr, Kharagpur Area, India, Selected among 200+ applicants, managed a team of 35 associates and 25 volunteers to publicize Spring Fest 2020 across three states, achieving a 110% increase in participation. Led sponsorship efforts that secured over INR 17 lakhs, organized an international carnival with global artists, handled branding deliverables for 85 companies amounting to INR 1.5 Cr, and developed the official annual newsletter and souvenirs distributed to 350+ colleges and 40,000 alumni.

Associate Member at Spring Fest, Aug 2018 - Jul 2019 ยท 1 yr, Kharagpur, India, Doubled event participation through strategic regional promotion in Haryana, Himachal Pradesh, and Jammu & Kashmir. Led a team of 12 Campus Ambassadors and 25 volunteers to deliver branding agreements for 85 companies worth INR 1.2 Cr.

Education

Bachelor of Technology - BTech, Indian Institute of Technology, Kharagpur

Senior Secondary Education, Mathematics, Jayshree Periwal International School - India

Public links

github: https://github.com/Ayush-1600