Maram Aljiffri

Key Skills

Software

OneForma

Other

Don't disclose

Top Subject Matter

Conversational AI

Social Media

LLM Benchmarking

Top Data Types

Text

Document

Top Task Types

Text Generation

Transcription

Data Collection

Evaluation Rating

Prompt Response Writing SFT

Freelancer Overview

AI Response Evaluator & Agent Analyst | Perle. Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose. AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Prompt + Response Writing (SFT).

Labeling Experience

AI Response Evaluator & Linguistic Reviewer

OneformaText

As an AI Response Evaluator & Linguistic Reviewer at OneForma (Centific), I evaluated AI-generated Arabic responses using structured quality and safety rubrics. My work focused on ranking, quality review, and improving naturalness, empathy, and cultural accuracy of conversational model outputs. I ensured labeling accuracy and maintained workflow consistency while adhering to strict evaluation protocols. • Applied comparative assessment and ranking of multiple LLM outputs for clarity, empathy, and contextual relevance. • Identified unsafe suggestions, tone inconsistencies, and minimization language in conversational responses. • Refined AI outputs to enhance naturalness and ensure Saudi cultural appropriateness. • Completed multiple certification tracks, including LE, PR, and QA workflows.

As an AI Response Evaluator & Linguistic Reviewer at OneForma (Centific), I evaluated AI-generated Arabic responses using structured quality and safety rubrics. My work focused on ranking, quality review, and improving naturalness, empathy, and cultural accuracy of conversational model outputs. I ensured labeling accuracy and maintained workflow consistency while adhering to strict evaluation protocols. • Applied comparative assessment and ranking of multiple LLM outputs for clarity, empathy, and contextual relevance. • Identified unsafe suggestions, tone inconsistencies, and minimization language in conversational responses. • Refined AI outputs to enhance naturalness and ensure Saudi cultural appropriateness. • Completed multiple certification tracks, including LE, PR, and QA workflows.

2025 - Present

AI Rewriter & Linguistic Specialist – Gemini Project

Don T DiscloseTextText GenerationPrompt Response Writing SFT

As an AI Rewriter & Linguistic Specialist for the Gemini Project at Magnon Sancus, I refined AI-generated Arabic content to improve fluency and contextual accuracy. I compared multiple model outputs to select optimal responses and applied style guides and linguistic standards for quality assurance. This role emphasized Saudi Arabic localization and compliance with rigorous editorial requirements. • Enhanced contextual coherence and linguistic accuracy for conversational Arabic data. • Applied comparative evaluation between AI model candidates. • Strengthened text localization to fit Saudi cultural context. • Ensured QA through detailed guideline interpretation and review.

As an AI Rewriter & Linguistic Specialist for the Gemini Project at Magnon Sancus, I refined AI-generated Arabic content to improve fluency and contextual accuracy. I compared multiple model outputs to select optimal responses and applied style guides and linguistic standards for quality assurance. This role emphasized Saudi Arabic localization and compliance with rigorous editorial requirements. • Enhanced contextual coherence and linguistic accuracy for conversational Arabic data. • Applied comparative evaluation between AI model candidates. • Strengthened text localization to fit Saudi cultural context. • Ensured QA through detailed guideline interpretation and review.

2024 - 2025

AI Content Reviewer – Conversational AI (Global Social Media Platform, NDA)

OtherText

As an AI Content Reviewer for a global social media platform (NDA), I evaluated conversational AI responses for tone, policy adherence, and user safety. I applied structured, guideline-based assessment protocols to ensure public-facing outputs were safe and contextually appropriate. My daily work contributed to mitigating bias, increasing clarity, and reducing robotic phrasing in high-volume review environments. • Monitored outputs for ambiguity, bias risk, and sensitivity to edge cases. • Ensured engagement aligned with safety standards and company policy. • Collaborated in improving human-like response quality across platforms. • Implemented rubric-driven review for scalable QA operations.

As an AI Content Reviewer for a global social media platform (NDA), I evaluated conversational AI responses for tone, policy adherence, and user safety. I applied structured, guideline-based assessment protocols to ensure public-facing outputs were safe and contextually appropriate. My daily work contributed to mitigating bias, increasing clarity, and reducing robotic phrasing in high-volume review environments. • Monitored outputs for ambiguity, bias risk, and sensitivity to edge cases. • Ensured engagement aligned with safety standards and company policy. • Collaborated in improving human-like response quality across platforms. • Implemented rubric-driven review for scalable QA operations.

2024 - 2024

Education

Work History