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Utkarsh Bagri

Head of Product & Growth – Search Intent Annotation

India flagBengaluru, India
$45.00/hrIntermediate

Key Skills

Software

No software listed

Top Subject Matter

E-commerce Search
query intent
product/category classification

Top Data Types

TextText
ImageImage

Top Task Types

Classification
RLHF
Prompt Response Writing SFT

Freelancer Overview

Head of Product & Growth – Search Intent Annotation. Brings 12+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Excel. Education includes Bachelor of Technology, Indian Institute of Technology, Kanpur (2015). AI-training focus includes data types such as Text and labeling workflows including Classification.

IntermediateEnglishHindi

Labeling Experience

Head of Product & Growth – Search Intent Annotation

TextClassification
Led a large-scale e-commerce search intent analysis and text annotation project classifying 15,000+ queries by intent. Responsibilities included consistent application of classification rules and ensuring quality checks for structured output to aid AI training. Designed and delivered intent-based structured datasets to inform category and product decisions for the platform. • Extensive experience in classifying natural language queries into intent categories (navigational, transactional, informational). • Managed full project lifecycle from annotation guidelines to dataset delivery. • Applied structured workflows for output consistency across thousands of keywords. • Used proprietary internal tooling for annotation and dataset management.

Led a large-scale e-commerce search intent analysis and text annotation project classifying 15,000+ queries by intent. Responsibilities included consistent application of classification rules and ensuring quality checks for structured output to aid AI training. Designed and delivered intent-based structured datasets to inform category and product decisions for the platform. • Extensive experience in classifying natural language queries into intent categories (navigational, transactional, informational). • Managed full project lifecycle from annotation guidelines to dataset delivery. • Applied structured workflows for output consistency across thousands of keywords. • Used proprietary internal tooling for annotation and dataset management.

2023 - Present

Senior Product Manager – Food Search Annotation

TextClassification
Worked on food delivery search query classification, intent mapping, and quality assessment, directly supporting AI retrieval and ranking systems. Focus involved annotation of search intent to improve search relevance and quality for a major consumer platform. Delivered high-quality labeled datasets for algorithm training and evaluation. • Managed annotation projects focused on search intent disambiguation and query classification. • Mapped user search queries to intent categories for improved model relevance. • Evaluated and provided feedback on retrieval and ranking outputs. • Employed advanced annotation frameworks and Excel for data processing.

Worked on food delivery search query classification, intent mapping, and quality assessment, directly supporting AI retrieval and ranking systems. Focus involved annotation of search intent to improve search relevance and quality for a major consumer platform. Delivered high-quality labeled datasets for algorithm training and evaluation. • Managed annotation projects focused on search intent disambiguation and query classification. • Mapped user search queries to intent categories for improved model relevance. • Evaluated and provided feedback on retrieval and ranking outputs. • Employed advanced annotation frameworks and Excel for data processing.

2023 - 2023

Founder & CEO – Multilingual Content Annotation Lead

TextClassification
Directed linguistic annotation and multilingual content evaluation for an EdTech platform delivering AI-driven, vernacular-first learning experiences. Led the development and ongoing evaluation of labeled datasets for language-specific AI models and personalized learning paths. Oversaw data labeling processes for quality and consistency across 10+ Indian regional languages. • Managed teams annotating and evaluating multilingual text data for AI personalization. • Ensured linguistic quality assurance through structured content and label review cycles. • Specialized in linguistic label categorization and preference ranking for adaptive learning. • Leveraged annotation frameworks and internal tools for Vernacular AI model tuning.

Directed linguistic annotation and multilingual content evaluation for an EdTech platform delivering AI-driven, vernacular-first learning experiences. Led the development and ongoing evaluation of labeled datasets for language-specific AI models and personalized learning paths. Oversaw data labeling processes for quality and consistency across 10+ Indian regional languages. • Managed teams annotating and evaluating multilingual text data for AI personalization. • Ensured linguistic quality assurance through structured content and label review cycles. • Specialized in linguistic label categorization and preference ranking for adaptive learning. • Leveraged annotation frameworks and internal tools for Vernacular AI model tuning.

2015 - 2023

Education

I

Indian Institute of Technology, Kanpur

Bachelor of Technology, Chemical Engineering

Bachelor of Technology
2011 - 2015

Work History

A

Apna Mart

Head of Product and Growth

Bengaluru
2023 - Present
Z

Zomato

Senior Product Manager – Food Delivery Search

Gurugram
2023 - 2023