01
Credentialed experts
We sourced licensed professionals from our 500k+ US-based network and vetted them against domain qualifiers before a single task went live.
Speed and quality for model teams
Domain-specific SFT data for regulated industries
An enterprise platform needed expert-grade supervised fine-tuning data across finance, healthcare and legal — with the privacy guarantees their customers demanded.
The outcome
120k
expert-written SFT pairs delivered
The challenge
Generic labelers produced fluent but incorrect answers in regulated domains. The platform needed credentialed experts — CPAs, clinicians, attorneys — writing and reviewing instruction data under strict confidentiality, at a volume no boutique vendor could staff.
Our approach
02
Private by default
All work ran under NDA inside isolated workspaces, with data never leaving the controlled environment — privacy was the default, not an add-on.
03
End-to-end delivery
Our delivery model plus platform handled sourcing, vetting, matching and QA as one loop, creating tighter feedback and better unit economics.
Results
120k
expert-written SFT pairs
99.2%
factual accuracy on audit
3
regulated domains covered
“End-to-end delivery plus their platform created real customer lock-in for us — the data quality is simply on another level.”Chief Product Officer / Enterprise AI platform
Built around your model
Your model deserves better data.
Tell us what you’re training and we’ll show you what high-fidelity human data can do for it.