For labs & regulated enterprises
Expert data you can put in front of a regulator
If you train or evaluate models in high-stakes domains, data quality and auditability matter more than price. Pathwize delivers both, vendor-neutral and EU-native.
What we deliver
RLHF & preference data
Human judgment where it's hardest to get and easiest to fake.
Evaluation & benchmarking
Expert-graded evals you can defend, with methodology and lineage.
Adversarial red-teaming
Senior specialists probing for failure modes in regulated domains.
Domain data partnerships
Long-running expert capacity for an ongoing model program.
Domains we cover
How it works
From a domain need to auditable delivery
A vendor-neutral workflow that produces both the data and the proof of how it was made.
Specify the need
Define the domain, task type and quality bar for your training or evaluation work.
Matched expert team
A credential-verified team is assembled for your domain, vetted, not crowd-sourced.
QA + provenance trail
Work runs in a sandboxed workspace with live agreement checks and a signed audit trail.
Auditable delivery
Receive the data plus a reproducible provenance bundle ready for AI-Act review.
Request a pilot
Start with one high-stakes domain
Tell us what you're building. We'll scope a pilot and return expert data plus a reproducible provenance bundle you can audit.
For labs · FAQ
What buyers ask first
Traditional vendors optimize for volume and speed with anonymous crowds. Pathwize supplies credential-verified frontier experts and ships a cryptographic provenance trail with every batch, so you can prove, not just assert, how your data was made.
Every task event, assignment, AI draft, expert verification, peer review, sign-off, is written to a hash-chained, signed log. You receive a reproducible lineage bundle per batch that maps to EU AI Act Annex IV fields and withstands adversarial review.
We use an honestly hybrid workflow: AI may draft a candidate answer, but a verified human expert reviews, overrides where needed, and supplies the edge-case judgment, with that human step recorded. We don't run an unenforceable 'no-AI' ban; we make the human contribution provable.
In the EU by default. Sensitive data can be annotated inside a sandboxed, no-download workspace, so it never leaves a controlled environment.
No. Pathwize is vendor-neutral. Your training and evaluation data is your most valuable IP and stays yours, we never repurpose it.
Request a scoped pilot on a single high-stakes domain. You receive the expert data plus a provenance bundle you can take straight into an audit.