Saaf M'Hamed

Key Skills

Software

Mindrift

Top Subject Matter

General/Multidomain AI

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Image

Audio

Top Task Types

Transcription

Data Collection

Prompt Response Writing SFT

Evaluation Rating

RLHF

Text Generation

Object Detection

Freelancer Overview

AI Reviewer and AI Training Contributor (Mindrift). Brings 12+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Mindrift and Outlier. Education includes Doctor( finance) , Faculty of Polydisciplinary Studies, Khouribga – Sultan Moulay Slimane University (2026) and Master of Science, Mohammed V University (2017). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Reviewer and AI Training Contributor (Outlier)

Text

At Outlier, I served as an AI Reviewer and Training Contributor, focusing on structured evaluation of AI-generated content across multiple freelance projects. I performed systematic annotation, response ranking, and comprehensive quality judgment based on detailed instructions. My duties supported the enhancement of model factual accuracy, completeness, and reliability. • Evaluated AI outputs for alignment with user intent and quality benchmarks • Performed annotation and ranking of written content using project-specific criteria • Supplied constructive feedback to improve content reliability and model performance • Collaborated on quality assessment processes for multiple domains

At Outlier, I served as an AI Reviewer and Training Contributor, focusing on structured evaluation of AI-generated content across multiple freelance projects. I performed systematic annotation, response ranking, and comprehensive quality judgment based on detailed instructions. My duties supported the enhancement of model factual accuracy, completeness, and reliability. • Evaluated AI outputs for alignment with user intent and quality benchmarks • Performed annotation and ranking of written content using project-specific criteria • Supplied constructive feedback to improve content reliability and model performance • Collaborated on quality assessment processes for multiple domains

2025 - Present

AI Reviewer and AI Training Contributor (Mindrift)

MindriftText

As an AI Reviewer and AI Training Contributor at Mindrift, I evaluated and reviewed AI-generated responses according to project guidelines. My work involved structured annotation, comparative evaluation, and providing detailed feedback for AI training and quality improvement. I regularly assessed outputs for instruction following, relevance, and accuracy. • Reviewed AI model outputs for adherence to instructions and coherence • Annotated and rated responses following structured workflows • Identified and documented quality or factual weaknesses in AI-generated content • Provided analytical feedback to support model improvement

As an AI Reviewer and AI Training Contributor at Mindrift, I evaluated and reviewed AI-generated responses according to project guidelines. My work involved structured annotation, comparative evaluation, and providing detailed feedback for AI training and quality improvement. I regularly assessed outputs for instruction following, relevance, and accuracy. • Reviewed AI model outputs for adherence to instructions and coherence • Annotated and rated responses following structured workflows • Identified and documented quality or factual weaknesses in AI-generated content • Provided analytical feedback to support model improvement

2025 - Present

Education

Work History