As a Tier 3 Senior AI Model Reviewer, I serve as the final authority on data quality and model alignment. My expertise lies in high-precision Dense Labeling and Egocentric Video Annotation, particularly within the Atlas Capture program. By transitioning from foundational data entry and virtual assistance into specialized AI operations, I have developed a rigorous, technical approach to auditing Hand-Object Interactions (HOI) and complex taxonomies that power Physical AI. My professional value is built on a "Zero-Fluff" framework that prioritizes Prompt Adherence and strict Negative Constraints. I don't just label data; I evaluate the underlying logic using a professional Claim-Evidence-Impact model. This ensures that every piece of feedback I provide is objective, actionable, and geared toward reducing model hallucinations while increasing "Ground Truth" accuracy. What truly distinguishes me is my multidisciplinary background—combining SQL development, Local SEO, and AI Evaluation. This allows me to stand out as a specialist who understands the technical architecture of a model just as well as the end-user's needs. I provide clients with verified, high-density data and authoritative audits that ensure their AI systems are safe, reliable, and perfectly calibrated for their target audience.

Chinedu Onochie

As a Tier 3 Senior AI Model Reviewer, I serve as the final authority on data quality and model alignment. My expertise lies in high-precision Dense Labeling and Egocentric Video Annotation, particularly within the Atlas Capture program. By transitioning from foundational data entry and virtual assistance into specialized AI operations, I have developed a rigorous, technical approach to auditing Hand-Object Interactions (HOI) and complex taxonomies that power Physical AI. My professional value is built on a "Zero-Fluff" framework that prioritizes Prompt Adherence and strict Negative Constraints. I don't just label data; I evaluate the underlying logic using a professional Claim-Evidence-Impact model. This ensures that every piece of feedback I provide is objective, actionable, and geared toward reducing model hallucinations while increasing "Ground Truth" accuracy. What truly distinguishes me is my multidisciplinary background—combining SQL development, Local SEO, and AI Evaluation. This allows me to stand out as a specialist who understands the technical architecture of a model just as well as the end-user's needs. I provide clients with verified, high-density data and authoritative audits that ensure their AI systems are safe, reliable, and perfectly calibrated for their target audience.

Available to hire

As a Tier 3 Senior AI Model Reviewer, I serve as the final authority on data quality and model alignment. My expertise lies in high-precision Dense Labeling and Egocentric Video Annotation, particularly within the Atlas Capture program. By transitioning from foundational data entry and virtual assistance into specialized AI operations, I have developed a rigorous, technical approach to auditing Hand-Object Interactions (HOI) and complex taxonomies that power Physical AI.

My professional value is built on a “Zero-Fluff” framework that prioritizes Prompt Adherence and strict Negative Constraints. I don’t just label data; I evaluate the underlying logic using a professional Claim-Evidence-Impact model. This ensures that every piece of feedback I provide is objective, actionable, and geared toward reducing model hallucinations while increasing “Ground Truth” accuracy.

What truly distinguishes me is my multidisciplinary background—combining SQL development, Local SEO, and AI Evaluation. This allows me to stand out as a specialist who understands the technical architecture of a model just as well as the end-user’s needs. I provide clients with verified, high-density data and authoritative audits that ensure their AI systems are safe, reliable, and perfectly calibrated for their target audience.

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Work Experience

Tier 3 Senior AI Model Reviewer at ATLAS CAPTURE
September 1, 2025 - Present
Final authority on model response quality; perform deep-dive audits into correctness and logical reasoning chains. Lead Side-by-Side evaluations ranking outputs against prompt requirements and negative constraints. Develop project-specific guidelines to improve Writing Quality and Verbosity control; provide high-level feedback to Tier 1 and Tier 2 reviewers to improve acceptance rates and production consistency. Oversee and perform advanced data annotation and categorization across text and image data to produce high-quality, structured outputs for AI model refinement.
Text & Entity Annotation at Freelance
September 1, 2025 - January 1, 2026
Labeled 3,000+ text records for NER and sentiment classification, achieving high consistency and reducing feedback cycles. Authored Gold Standard responses to train models on complex formatting and academic tone requirements. Consistently annotated data and flagged inconsistencies to refine AI model performance.
Dataset Quality Control & Validation at Freelance
September 1, 2025 - January 1, 2026
Audited 2,000+ records for computer vision and NLP models, applying predefined rubrics and taxonomies to synthesize information from large datasets, identify and correct inconsistencies, and deliver structured, high-quality outputs that improved dataset usability.

Education

B.Sc. at LASU
January 11, 2030 - January 1, 2024
B.Sc., Business Administration and Management at LASU
January 11, 2030 - January 1, 2024

Qualifications

Add your qualifications or awards here.

Industry Experience

Software & Internet, Professional Services, Media & Entertainment