Use case
LLM Evaluation by Domain Experts
LLM evaluation measures whether a model’s generated answers are correct, useful, safe, and acceptable for their intended use. In medicine, law, finance, science, and similar domains, those judgments often require qualified professionals rather than general preference raters.
We are not a freelancer marketplace or traditional staffing company.
What is llm evaluation by domain experts
LLM evaluation measures whether a model’s generated answers are correct, useful, safe, and acceptable for their intended use. In medicine, law, finance, science, and similar domains, those judgments often require qualified professionals rather than general preference raters.
The problem this use case solves
Preference scoring asks which answer looks better. That is a weak signal when the product is a diagnosis, a legal inference, a financial model, or a scientific claim.
Work experts can run
- Rubric scoring of single-turn and multi-turn answers
- Safety and omission review
- Citation and reasoning checks
- Pairwise comparison by domain experts
- Error taxonomy for engineering follow-up
Common mistakes
- Using only “which answer is nicer” as the quality bar
- Mixing unrelated specialties in one rater pool
- Training and measuring on the same items
Need this capacity for a live program?
Share the profession, specialty, experience, location, headcount, hours, duration, and project description. We assemble the expert capacity.
- Need 25 licensed nurses for a clinical AI evaluation
- Need 15 attorneys in a specific practice area
- Need 20 PhD scientists for benchmark creation
- Need 30 senior software engineers for code evaluation