Expert response review
Specialists check model answers in their field for correctness, reasoning quality and risk.
LLM & Model Evaluation
Human evaluation that shows whether your model is ready
Automated metrics can't tell you whether a medical answer is safe or a proof is correct. One6 puts model output in front of domain experts, trained generalists and native speakers who review, test and rate it against criteria you define.
What One6 provides
Prompt testing
Contributors probe models with realistic and adversarial prompts and document where they fail.
Rubric-based rating
Structured scoring against your criteria, with reviewer calibration and agreement monitoring.
Multilingual evaluation
Native speakers rate and correct model responses for fluency, accuracy and cultural fit.
Services involved
How a pilot runs
- 01
Define
Agree the rubric, the reviewer profile and how results will be reported.
- 02
Calibrate
Reviewers rate shared examples against your rubric before production work.
- 03
Pilot
A first evaluation round you review before committing to volume.
- 04
Scale
Ongoing evaluation in regular batches, with agreement monitored throughout.
Frequently asked questions
What kinds of experts are available?
We source specialists in fields including engineering, mathematics, medicine, law, research, finance, statistics and physics. Tell us the domain and level of expertise required and we'll confirm the reviewer profile during scoping.
Can you evaluate model output in other languages?
Yes. Native speakers rate and correct model responses for fluency, accuracy and cultural fit. Language availability is confirmed during scoping.
Can you validate synthetic or generated data?
Yes. Human checks of datasets and generated content for accuracy, policy compliance and moderation are part of our evaluation service.
Related solutions
Have a data project in mind?
Tell us what your model needs. We'll come back with questions, a proposed approach and a pilot plan.