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Mohammad Atif

AI/LLM Analyst (Contract) – Innodata (Client: Meta)

India flagLucknow, India
$8.00/hrEntry LevelOther

Key Skills

Software

Other

Top Subject Matter

AI/LLM Text Evaluation and Training
Computer Vision: Object Detection
Vlm Domain Expertise

Top Data Types

TextText
ImageImage
VideoVideo
DocumentDocument

Top Task Types

Bounding Box
Segmentation

Freelancer Overview

AI/LLM Analyst (Contract) – Innodata (Client: Meta). Brings 20+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Other. Education includes Postgraduate Diploma, Indira Gandhi National Open University (2016) and Master of Computer Applications, IMS Engineering College, Ghaziabad, Uttar Pradesh Technical University (2007). AI-training focus includes data types such as Text, Image, and Video and labeling workflows including Evaluation, Rating, and Bounding Box.

Entry LevelEnglishHindiUrdu

Labeling Experience

AI/LLM Analyst (Contract) – Innodata (Client: Meta)

OtherVideoSegmentation
As part of Meta’s multimodal AI evaluation, I conducted video annotation involving segmentation tasks to support actions and object labeling within video frames. My focus was on quality assurance and instruction compliance in video-labeling assignments. I contributed to optimizing text-to-video AI evaluation and hallucination identification. • Labeled video data for segmentation and action recognition. • Ensured high accuracy in frame-by-frame annotation. • Evaluated VLM alignment in multi-modal video tasks. • Detected inconsistencies and maintained labeling standards throughout.

As part of Meta’s multimodal AI evaluation, I conducted video annotation involving segmentation tasks to support actions and object labeling within video frames. My focus was on quality assurance and instruction compliance in video-labeling assignments. I contributed to optimizing text-to-video AI evaluation and hallucination identification. • Labeled video data for segmentation and action recognition. • Ensured high accuracy in frame-by-frame annotation. • Evaluated VLM alignment in multi-modal video tasks. • Detected inconsistencies and maintained labeling standards throughout.

2025 - 2026

AI/LLM Analyst (Contract) – Innodata (Client: Meta)

OtherImageBounding Box
During my time with Multimango on Meta’s projects, I annotated images using bounding boxes for object detection and grounding. I applied vision-language model (VLM) evaluation methods to improve multimodal AI systems. My tasks also included phrase tracking and perception labeling according to project guidelines. • Utilized bounding box annotation techniques for accurate object localization. • Evaluated context alignment in text-to-image multi-modal tasks. • Implemented phrase tracking with SAM2 for detailed perception analysis. • Ensured data quality and label consistency in the annotation workflow.

During my time with Multimango on Meta’s projects, I annotated images using bounding boxes for object detection and grounding. I applied vision-language model (VLM) evaluation methods to improve multimodal AI systems. My tasks also included phrase tracking and perception labeling according to project guidelines. • Utilized bounding box annotation techniques for accurate object localization. • Evaluated context alignment in text-to-image multi-modal tasks. • Implemented phrase tracking with SAM2 for detailed perception analysis. • Ensured data quality and label consistency in the annotation workflow.

2025 - 2026

AI/LLM Analyst (Contract) – Innodata (Client: Meta)

OtherText
As an AI/LLM Analyst, I evaluated and annotated large volumes of AI-generated text responses for accuracy and relevance. I performed human-in-the-loop evaluation and prompt response validation to enhance model outputs. My work involved semantic tagging, hallucination detection, and overall quality assurance of LLM outputs. • Responsible for ensuring instruction compliance in text-based tasks. • Engaged in perception labeling and freeform conversation response ranking. • Used prompt engineering to create and assess optimal instruction sets. • Handled annotation tasks critical to LLM response optimization.

As an AI/LLM Analyst, I evaluated and annotated large volumes of AI-generated text responses for accuracy and relevance. I performed human-in-the-loop evaluation and prompt response validation to enhance model outputs. My work involved semantic tagging, hallucination detection, and overall quality assurance of LLM outputs. • Responsible for ensuring instruction compliance in text-based tasks. • Engaged in perception labeling and freeform conversation response ranking. • Used prompt engineering to create and assess optimal instruction sets. • Handled annotation tasks critical to LLM response optimization.

2025 - 2026

Education

I

Indira Gandhi National Open University

Postgraduate Diploma, Information Security

Postgraduate Diploma
2016 - 2016
I

IMS Engineering College, Ghaziabad, Uttar Pradesh Technical University

Master of Computer Applications, Computer Applications

Master of Computer Applications
2004 - 2007

Work History

F

Freelance

Freelance Content Consultant

Lucknow
2014 - Present
L

Lucknow Content Writers

Founder & Head of Content

Lucknow
2014 - Present