Craig McGill

Key Skills

Software

Mercor

Internal/Proprietary Tooling

Other

Top Subject Matter

No subject matter listed

Top Data Types

Video

Text

Top Label Types

Transcription

Text Summarization

Text Generation

Prompt Response Writing SFT

Freelancer Overview

I am an experienced AI content evaluator and writer with over 20 years in journalism, editorial quality, and AI model training. My work focuses on evaluating and improving AI-generated written content, where I regularly identify factual errors, logical flaws, stylistic issues, and opportunities for enhancement. I have hands-on experience grading and annotating large volumes of AI outputs, providing structured feedback to refine model accuracy, reasoning, tone, and instruction-following, particularly in NLP and content generation domains. My background includes prompt design, rubric-based evaluation, hallucination detection, and fact-checking, ensuring outputs meet high editorial and quality standards. I am comfortable working in fast-paced, remote environments and have supported organizations in training and refining LLMs for diverse sectors including legal, technology, and professional services.

Labeling Experience

Text matching

Internal Proprietary ToolingTextText Summarization

Highlighting any on-screen text and ensuring the AI recognises it.

Highlighting any on-screen text and ensuring the AI recognises it.

2024

Video transcription

MercorVideoTranscription

Video transcription assigning sounds and speech to the correct speakers

Video transcription assigning sounds and speech to the correct speakers

2024

Prompt evaluation and creation

OtherTextText GenerationPrompt Response Writing SFT

Creating or evaluating existing prompts for effectiveness.

Creating or evaluating existing prompts for effectiveness.

2023

Education

Work History