Service
Expert Human Evaluation
Subject-matter experts and trained evaluators applying rigorous rubrics, pairwise comparison and quality rating across domains and languages.
Problems we solve
When teams bring us in
- Automated metrics miss domain errors that experts would catch.
- You need multilingual or domain-specific reviewers on demand.
- Preference results are noisy and hard to trust.
What you receive
Deliverables
- Rubric-based ratings and pairwise comparisons
- Expert commentary on failure cases
- Agreement and quality metrics
- Summary report with recommendations
What we do
Capabilities
- Subject Matter Expert Evaluation
- Professional Expert Review
- Domain-Specific Evaluation
- Human Preference Testing
- Quality Rating
- Pairwise Comparison
- Rubric-Based Evaluation
- Multilingual Human Evaluation
Quality
How we keep results reliable
- Evaluator screening for the domain
- Calibration rounds
- Agreement monitoring
- Adjudication of disagreements
Related programs
Fixed-scope ways to start
- LLM Benchmark Program
Custom benchmark creation + human evaluation + comparative model testing.
- Dedicated AI Evaluation Team
Recurring managed evaluation and QA.
Scope your expert human evaluation project
Send us what you are building. We will scope the data, evaluation, benchmarking or testing program and come back with a proposal.