Expert data for every AI task

RLHF & preference data

RLHF and preference data from verified experts

Human preference data is only as good as the humans behind it. Pathwize routes pairwise comparisons to credential-verified experts and records the choice, the rationale, and who made it, as a signed trail you can audit.

Model evaluation & grading

Human model evaluation, scored against your rubric

When you need a number you can track across releases, you need expert graders and a rubric they apply the same way. Pathwize scores your model outputs against your standard and shows you how trustworthy the score is.

AI red teaming

AI red teaming by domain experts

Normal grading measures typical behaviour. Red teaming hunts for the inputs that break your model. Pathwize puts credential-verified experts on the attack and hands back reproducible failure cases, not vague warnings.

Expert SFT & domain data

Expert SFT and domain judgment data

Sometimes you do not want a score or a comparison, you want the right answer, written by someone qualified to write it. Pathwize sources gold responses and expert verdicts whose provenance you can prove.

Clinical and medical AI data

Clinical RLHF and medical evaluation data from credentialed physicians

Medical model work needs clinicians, not crowd workers. Pathwize routes clinical preference, evaluation and annotation tasks to credential-verified doctors and medical specialists in the EU, with each judgment traceable to the person who made it.

Legal AI data

Legal LLM evaluation and expert data from qualified lawyers

Legal model work needs lawyers who can say why an answer is right, not crowd workers guessing. Pathwize routes legal evaluation, contract-review and demonstration tasks to credential-verified lawyers in the EU, with an audit trail on every judgment.

Coding-agent data

Coding-agent and SWE-bench evaluation data from software engineers

Coding agents are graded on whether the code actually works, which takes engineers who can read a diff and run it, not crowd workers. Pathwize routes code evaluation, SWE-bench-style tasks and demonstrations to verified software engineers, with provenance on every judgment.