Abdulrauf I.

Key Skills

Software

OneForma

Other

Top Subject Matter

LLM output quality evaluation and linguistic assessment

Search/query intent evaluation and LLM response verification

Computer vision data labeling and segmentation

Top Data Types

Text

Video

Image

Top Task Types

Segmentation

Data Collection

Object Detection

Question Answering

Transcription

Freelancer Overview

AI Data Trainer & Rater — OneForma (January 2025 – October 2025). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include OneForma, Outlier AI, and Atlas AI. Education includes Bachelor of Science, Usman Danfodio University (2018). AI-training focus includes data types such as Text and Video and labeling workflows including Evaluation, Rating, and Segmentation.

Labeling Experience

Video Annotation & Data Labeler — Atlas AI (December 2025 – Present)

VideoSegmentation

Performed precise video annotation and frame-by-frame labeling to train computer vision and machine learning models. Categorized, tagged, and segmented complex visual elements according to a granular project taxonomy and structural criteria. Identified and flagged edge cases in visual data and contributed to refining labeling guidelines via feedback loops. • Frame-by-frame video labeling for training • Object/element categorization and segmentation • Tagging visual elements using project taxonomy • Reporting edge cases to improve guidelines

2025 - Present

AI Data Trainer & Specialist — Outlier AI (October 2025 – Present)

Text

Conducted high-level data rating, linguistic evaluation, and response verification under strict data privacy and quality protocols. Assessed AI-generated content for factual accuracy, logical consistency, tone, safety, and adherence to constraints. Analyzed complex search queries and user intent to rate relevance and precision of automated system outputs. • Evaluated factual accuracy and logical consistency • Checked tone, safety, and constraint adherence • Rated search relevance based on user intent • Maintained top-tier reliability by meeting QA thresholds

2025 - Present

Network Contributor & Data Collector — Silencio AI (March 2025 – February 2026)

TextData Collection

Supported data collection for a decentralized network by ensuring accurate gathering, validation, and uploading of localized platform data. Managed cross-device synchronization to maintain consistent, continuous contributions across devices. Helped achieve regional platform coverage goals through dependable participation and data quality checks. • Collected localized platform data for the network • Validated data before uploading • Synchronized activity across devices • Supported regional coverage and data availability

2025 - 2026

AI Data Trainer & Rater — OneForma (January 2025 – October 2025)

OneFormaText

Performed high-level data rating and linguistic evaluation for the baseline.apple.com platform, focusing on quality and alignment. Evaluated AI-generated responses for linguistic quality and consistency with project constraints. Produced documentation to justify ratings during strict quality audits and calibration exercises. • Conducted linguistic quality control and rating of AI outputs • Calibrated ratings to evolving project alignment guidelines • Documented evaluation rationale for auditability • Maintained accuracy under strict quality audits

2025 - 2025

Education

Work History