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Randy Clay

@randyclay

AI Evaluation Specialist working across multimodal AI tasks, with 3,500+ outputs evaluated and 96% rubric alignment accuracy.

United States

Message

As a freelance AI Evaluator and Multimodal Content Reviewer, I’ve evaluated 3,500+ AI-generated outputs across images, video, audio, and conversational text, achieving 96% rubric alignment accuracy.

I assess text-to-image and reference-to-image results, including instruction following and reference preservation, and perform pairwise preference ranking with structured justifications.

I’ve authored 800+ critiques of LLM and diffusion model responses, identifying hallucinations, factual errors, and safety violations. I’ve also engineered and stress-tested 600+ evaluation prompts across visual and conversational domains.

Earlier, I researched and edited long-form articles, audited user-generated content, and reviewed data entries for accuracy and guideline compliance. My projects include a 100-conversation multimodal evaluation set and a benchmark comparing DALL-E 3, Midjourney v6, and Stable Diffusion XL.

Experience

Work history, roles, and key accomplishments

Current

AI Evaluator and Multimodal Content Reviewer

Current

Freelance

Dec 2023 - Present (2 years 10 months)

Evaluated 3,500+ AI-generated outputs across images, video, audio, and conversational text using multi-turn multimodal rubrics, achieving 96% rubric alignment accuracy. Performed pairwise preference ranking and authored detailed critiques of LLM and diffusion model responses.

Content Writer and Digital Research Analyst

Freelance

Feb 2022 - Nov 2023 (1 year 9 months)

Researched, wrote, and edited 250+ long-form articles requiring rigorous fact-checking and source verification. Curated and categorized content across 12+ topic verticals, applying structured taxonomies and tagging frameworks.

Research Writing Editing Fact Checking Source verification Taxonomy Application Content Curation Quality And Accuracy Benchmarking User Generated Content Analysis Policy Compliance

Quality Assurance and Data Review Associate

Freelance

Mar 2021 - Jan 2022 (10 months)

Reviewed and annotated 6,000+ data entries for completeness, accuracy, and guideline compliance, achieving 95%+ monthly quality scores. Ranked and prioritized flagged items using multi-criteria evaluation rubrics, reducing error pass-through rates by 32%.

Data Annotation Quality Assurance data review Multi Criteria Analysis Rubric Application Slack Asynchronous Collaboration Throughput Management