Utkarsha P.

Key Skills

Software

Don't disclose

Top Subject Matter

AI model evaluation for legal guidance routing (multi-language)

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Document

Top Task Types

Evaluation/Rating

Data Collection

Fine-tuning

RLHF

Text Summarization

Text Generation

Freelancer Overview

AI-Powered Legal Guidance Platform — Hybrid AI model output evaluation (Independent Product Research). Brings 17+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Don't disclose. Education includes Bachelor of Technology, JIET School of Engineering and Technology for Girls (2015). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI-Powered Legal Guidance Platform — Hybrid AI model output evaluation (Independent Product Research)

Don't discloseText

Conducted structured evaluation of LLM outputs to assess accuracy, reasoning depth, and task fit for an AI routing stack. Compared GPT-4o mini versus Claude Sonnet across high-frequency versus complex query types to identify quality gaps and behavioural nuance. Used QA criteria, risk logs, and feedback cycles to ensure outputs met defined standards for downstream legal guidance content. • Assessed response quality using evaluation frameworks (accuracy, reasoning quality, alignment). • Tracked risks and blockers to maintain evaluation and delivery quality. • Produced documentation (QA plan, risk register) defining evaluation criteria and edge cases. • Enabled routing decision quality by feeding evaluation results into system behavior.

2026 - Present

Education

Work History