Expert review of quality, safety and alignment.
Overview
What is prompt evaluation?
Prompt evaluation is systematic expert grading of model outputs against rubrics for helpfulness, accuracy, safety and style. It is the feedback loop that tells you whether your model is improving.
Benchmark scores do not tell you how a model performs on your real user prompts. Structured human evaluation is the only way to know if a fine-tune, prompt change or model swap actually helped.
Multi-dimensional scoring built around your specific goals.
Subject-matter experts matched to your use case and industry.
Every score includes written rationale, not just a number.
Systematic pattern detection across low-scoring outputs.
Workflow
How we do it
- 01Rubric design
We design multi-dimensional rubrics with you: helpfulness, accuracy, safety, style.
- 02Evaluator selection
Domain-expert evaluators matched to your use case are recruited and calibrated.
- 03Calibration sessions
Structured calibration with gold examples aligns judgment across the panel.
- 04Evaluation
Evaluators score outputs against your rubric, with rationale documentation.
- 05Reporting
Structured scores plus a summary report of systematic failure modes.
Case study
Evaluate model output quality across eight enterprise use cases
Custom rubric per use case, with domain-expert evaluator panels and weekly reporting.
Ready to get startedwith prompt evaluation?
Tell us about your project and we will scope a pilot within 48 hours.