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.
Talk to us about expert sft & domain data
Where the usual approach falls short
Gold data is only as good as its author
There is no second answer to check an SFT example against. If the author is not genuinely qualified, the standard you train on is not gold.
Binary labels erase the nuance
Forcing a clean pass or fail loses the most valuable judgments: technically correct but misleading, right in general but wrong for this case.
You cannot prove where it came from
For high-risk models, you need to show who produced each example under what instructions. Most datasets cannot answer that.
What you get
Authored by qualified experts
Gold answers and verdicts come from license- and credential-verified specialists in the relevant field.
Ideal answers or expert verdicts
Have experts write the gold response from scratch, or judge an AI-drafted answer as correct, incorrect, or an edge case, with the reasoning captured.
Nuance preserved
Edge cases are recorded rather than forced into a binary, teaching the model the nuance a simple label would erase.
Provenance you can prove
Every answer carries a signed record of who wrote it and under what instructions, exactly what Annex IV expects you to show.
How the engagement runs
Define the gold standard
Specify the domain, the format, and what a correct answer or verdict looks like.
Matched domain experts
Credential-verified experts in the field are assembled to author the data.
Authored with provenance
Experts write answers or verdicts in a sandboxed workspace, each captured on a signed trail.
Gold data delivered
Receive SFT-ready data plus a reproducible provenance bundle.
What you receive
- Expert-authored gold answers or verdicts per item
- Recorded reasoning, including edge cases
- Signed provenance for every example
- Annex IV-ready documentation of authorship and oversight
FAQ
Expert SFT & domain data, answered
A qualified expert writes the ideal answer, or gives the authoritative verdict, for each item. It produces gold responses, the source data for supervised fine-tuning, rather than a score or comparison.
Because there is no second answer to check against. The expert's output is the standard, so the quality of the data is bounded by the qualifications of whoever wrote it.
Yes. The most valuable judgments are often not a clean pass or fail. Experts record the edge case with their reasoning, preserving nuance a binary label would erase.
Verifiable expert sft & domain data, on your data
Source expert data with provenance built in, EU-native and audit-ready. Book a demo with your ML and compliance teams.