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Sumanth Krishna

Sumanth Krishna

AI Model Evaluator (Self-directed)

India flagBengaluru, India
$5.50/hrIntermediateCVATLabelimg

Key Skills

Software

CVATCVAT
LabelImgLabelImg

Top Subject Matter

Computer Vision
Surveillance AI
Automotive Engineering

Top Data Types

ImageImage
DocumentDocument
TextText

Top Task Types

Classification
Bounding Box
Text Generation
Object Detection
Transcription

Freelancer Overview

AI Model Evaluator (Self-directed). Brings 22+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal and Proprietary Tooling. Education includes Master of Technology, BITS Pilani (2024) and Bachelor of Engineering, B.M.S. College of Engineering (2004). AI-training focus includes data types such as Image and Document and labeling workflows including Evaluation, Rating, and Classification.

IntermediateEnglishHindi

Labeling Experience

AI Model Evaluator (Self-directed)

Image
As an AI Model Evaluator for raxen.ai & Guardx.ai, I evaluated and labelled outputs from computer vision and surveillance models. I applied structured criteria to assess model behaviors and annotated training datasets to improve model precision. Consistent annotation was maintained across large volumes of image and video data. • Evaluated accuracy, false positives, and edge cases for surveillance AI models • Categorized model behavior across different input conditions • Iteratively annotated datasets for AI training pipeline improvements • Maintained standards for labeling consistency and quality

As an AI Model Evaluator for raxen.ai & Guardx.ai, I evaluated and labelled outputs from computer vision and surveillance models. I applied structured criteria to assess model behaviors and annotated training datasets to improve model precision. Consistent annotation was maintained across large volumes of image and video data. • Evaluated accuracy, false positives, and edge cases for surveillance AI models • Categorized model behavior across different input conditions • Iteratively annotated datasets for AI training pipeline improvements • Maintained standards for labeling consistency and quality

2022 - Present

Technical Expert — Regulatory Classification & Documentation

DocumentClassification
As a Technical Expert at Mercedes-Benz R&D India, I classified and labeled engineering outputs using predefined regulatory taxonomies. I synthesized simulation and test data to ensure compliance with strict documentation standards. My work supported international regulatory authorities and required zero tolerance for errors. • Applied regulatory labels across multiple global markets • Flagged inconsistencies and ambiguities in technical documents • Produced structured and compliant submissions for authorities • Validated and reviewed outputs from junior team members

As a Technical Expert at Mercedes-Benz R&D India, I classified and labeled engineering outputs using predefined regulatory taxonomies. I synthesized simulation and test data to ensure compliance with strict documentation standards. My work supported international regulatory authorities and required zero tolerance for errors. • Applied regulatory labels across multiple global markets • Flagged inconsistencies and ambiguities in technical documents • Produced structured and compliant submissions for authorities • Validated and reviewed outputs from junior team members

2011 - 2022

Education

B

BITS Pilani

Master of Technology, Data Science and Engineering

Master of Technology
2022 - 2024
B

B.M.S. College of Engineering

Bachelor of Engineering, Mechanical Engineering

Bachelor of Engineering
2000 - 2004

Work History

R

raxen.ai

Founder & CEO

Bengaluru
2025 - Present
G

Guardx.ai

Founder

Bengaluru
2022 - 2026