Razvan I.

Key Skills

Software

Other

Top Subject Matter

AI image generation/editing evaluation

multimodal visual quality and instruction-following assessment

Digital imagery

Top Data Types

Image

Text

Document

Top Task Types

RLHF

Evaluation/Rating

Fine-tuning

Classification

Object Detection

Freelancer Overview

Visual AI Evaluation Specialist / Contract AI Trainer (micro1.ai). Brings 21+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Micro1.ai. Education includes Bachelor of Arts, U.N.A.T.C. - National University of Theatrical Arts and Cinematography (2006) and Certificate in English Language Proficiency, Cambridge University (2000). AI-training focus includes data types such as Image and labeling workflows including Evaluation and Rating.

Labeling Experience

Visual AI Evaluation Specialist / Contract AI Trainer (micro1.ai)

Image

Worked on large-scale image-generation and image-editing model evaluation by reviewing and ranking outputs against detailed project guidelines. Assessed outputs for prompt adherence, instruction following, source-image consistency, naturalness, image quality, artifact presence, conflicting edits, and overall strength. Wrote structured English rationales explaining ranking decisions and common failure or quality patterns across many near-duplicate variants. • Compared multiple completions/variants and made fine-grained distinctions between subtle visual defects. • Evaluated across photorealistic images, 2D animation, game-style visuals, stylized and abstract art, crayon/drawing, and infographic-style content. • Produced structured English rationales covering prompt failures, artifact patterns, naturalness issues, and tradeoffs. • Selected for internal reviewer exposure and recognized as a top contributor during high-volume periods.

2025 - Present

Education

Work History