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Ganesh Ankam

@ganeshankam

Message

I evaluate LLM outputs and build high-quality datasets for generative AI and autonomous vehicles.

India

Message

What I'm looking for

I'm looking for roles where I can evaluate and improve AI or LLM outputs, create high-quality annotation datasets, and contribute to generative AI, computer vision, or autonomous vehicle projects.

I've evaluated AI-generated responses at Innodata India, assessing factuality, reasoning, instruction following, safety, relevance, completeness, and user preference.

I perform response ranking, quality audits, error categorization, and root cause analysis to improve LLM datasets. I also support content moderation, computer vision annotation, and generative AI image-editing projects.

Previously, I annotated LiDAR, camera, sensor, HD map, and geospatial data for NVIDIA Graphics autonomous vehicle and ADAS projects. I contributed reliable datasets for machine learning training, resolved annotation issues with quality teams, and trained new team members on standards and best practices.

Experience

Work history, roles, and key accomplishments

Analyst – AI/LLM Practice

Innodata India Pvt. Ltd.

Dec 2025 - May 2026 (5 months)

Evaluated AI-generated responses for factuality, instruction following, reasoning, and safety. Performed comparative response ranking, quality assurance audits, and root cause analysis to improve LLM performance.

LLM Evaluation Response Ranking Factuality Assessment Quality Assurance Root Cause Analysis Content Moderation Computer Vision Annotator Generative AI Prompt Generation Image Inpainting

Process Executive

NVIDIA Graphics Pvt. Ltd.

Nov 2021 - Sep 2024 (2 years 10 months)

Annotated and validated LiDAR, camera, and sensor data for autonomous vehicle and ADAS applications. Performed object detection, semantic segmentation, and HD map processing to support machine learning model training.

LiDAR Annotation ADAS Annotation Object Detection Semantic Segmentation HD Mapping Quality Assurance Root Cause Analysis Machine Learning

Education

Degrees, certifications, and relevant coursework

Vignan Institute of Technology and Science

Bachelor of Technology, Mechanical Engineering

Bachelor of Technology in Mechanical Engineering from Vignan Institute of Technology and Science, Hyderabad, affiliated with Jawaharlal Nehru Technological University, Hyderabad, graduated in 2020.