From scoping to ship — a pipeline built for trust.
Every project flows through a deliberate, instrumented pipeline. You see exactly who's doing what, how quality is enforced, and what gets delivered — at every step.
Discovery & scoping
We sit with your research team to understand the model behavior you want to shape, the data you have, and the eval surface you need. We co-author the project brief — including success criteria, rubrics, and a sample-task spec.
## Goal
Improve medical assistant safety + accuracy
## Success criteria
- κ ≥ 0.90 on safety rubric
- 5,000 gold-grade pairs
- 12 high-risk categories covered
## Cohort
40 MDs · 5 senior reviewers
Talent matching
From a network of 2,400+ vetted experts we assemble a cohort calibrated to the brief: domain, language, seniority and reviewer rating. Every member has cleared our two-stage vetting and signed your NDA.
Calibration & gold sets
The cohort completes a calibration pack and we author hidden gold tasks together with your team. We only open production after agreement crosses your threshold — typically κ ≥ 0.85.
Production
Workers complete tasks in a QA-instrumented environment. Live agreement scoring, gold injection, automated outlier detection, and senior reviewer escalation keep quality on rails — visibly, to you.
Delivery & debrief
Clean, schema-typed data lands in your bucket continuously. Each batch ships with an audit trail, agreement metrics, and a written debrief from the lead reviewer. You always know what you got, and why.
Ready to scope a project?
Most projects go from intro call to first production batch in under a week.