Tom Simmons-AI Quality Analyst | LLM Evaluation Specialist

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Experience
AI Quality Analyst (Freelance)
DataAnnotation, Mercor and other commercial AI training platforms
Worked full-time across commercial AI training projects evaluating proprietary Large Language Models for quality, factual accuracy, reasoning, safety and instruction following.
Highlights
- Selected for projects requiring native British English language expertise.
- Trusted to review and assess the work of fellow annotators as part of project quality assurance.
- Contributed across a wide range of AI evaluation projects covering reasoning, creative writing, factuality, research, safety, search quality, summarisation and mathematical reasoning.
- Worked successfully in fully remote, asynchronous environments requiring self-management, consistency and rapid adaptation to evolving project guidelines.
Responsibilities
- Evaluated AI-generated responses for factual accuracy, reasoning quality, clarity, instruction following and overall usefulness.
- Performed response ranking, preference ranking and prompt evaluation across a broad range of subject areas.
- Conducted independent research and fact-checking to verify AI-generated content.
- Evaluated outputs for safety, harmfulness, bias and hallucinations using detailed annotation guidelines.
- Produced structured written feedback to improve model quality, consistency and reliability.
- Applied complex evaluation guidelines consistently across multiple concurrent projects while maintaining high standards of accuracy.
- Collaborated effectively using Slack, Google Workspace and other online collaboration tools.
Private Investigator / Process Server
Self-Employed
- Conducted evidence-based investigations requiring analytical reasoning, impartial judgement and meticulous attention to detail.
- Performed detailed background research and verification from multiple independent sources.
- Produced concise, accurate written reports for clients.
- Managed highly confidential information with professionalism and discretion.
- Worked independently while managing multiple concurrent investigations.
Senior Tenancy Enforcement Officer
Knightstone Housing
- Investigated complex tenancy, legal and anti-social behaviour cases using evidence-based decision making.
- Analysed conflicting information, assessed credibility and reached balanced conclusions.
- Prepared detailed reports and documentation for legal proceedings.
- Interviewed witnesses and gathered evidence from multiple sources.
- Managed sensitive personal information in accordance with legal and organisational requirements.
Industry experience
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Experienced in Real Estate, Professional Services, and Information Technology.
Business area experience
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Experienced in Legal, Operations, Research and Development, Information Technology, and Quality Assurance.
Summary
AI Quality Analyst with two years of full-time commercial experience evaluating and improving proprietary Large Language Models (LLMs) across commercial AI training platforms. Trusted to perform quality assurance reviews of other annotators' work and selected for projects requiring native British English language expertise.
Experienced in evaluating AI-generated content for factual accuracy, reasoning, instruction following, safety, creative writing, summarisation, mathematical reasoning and research quality using detailed annotation guidelines. Comfortable working across rapidly evolving projects requiring consistent judgement, analytical thinking and excellent written communication.
Brings over fifteen years of professional experience in investigation, evidence assessment and report writing, providing a strong foundation for objective decision-making, quality evaluation and structured analytical work within remote AI teams.
Skills
Ai Platforms
Commercial Ai Training And Llm Evaluation Platforms Including Dataannotation And Mercor.
Software
Microsoft Office
Excel (Advanced Formulas)
Google Docs
Google Sheets
Slack
Additional Technical Knowledge
Former Professional Web Designer With A Strong Grounding In Html And An Excellent Ability To Learn New Software And Digital Platforms Quickly.
Languages
Education
University of Sussex
BSc (Hons) · Ecology & Conservation · Falmer, United Kingdom · 2:ii
My degree was in Ecology and Conservation, providing a strong foundation in biological sciences, environmental science, animal behaviour, field research, data collection and analysis, species identification, habitat assessment, scientific methodology and evidence-based problem solving. It involved both theoretical study and practical fieldwork, developing strong analytical, observational and research skills.
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