How it works

A pipeline built for quality and consent.

Six controlled stages take raw expertise to a model-ready dataset — scoped to your spec, delivered in your format.

Vetted experts matched to your spec.

Real work, real sites, clear guidelines.

Faces and PII blurred or redacted.

Domain experts annotate and explain.

Multi-pass review, senior arbitration.

Your schema to S3 or Hugging Face.

We scope the skills, demographics, and environments you need, then recruit and vet working practitioners to match.

Contributors record real tasks or author expert content following clear, written guidelines and pilot feedback.

Before data moves downstream, faces, bystanders, and personally identifiable information are blurred or redacted.

Domain experts — not generic crowd workers — annotate steps, timestamps, narration, rubrics, and labels.

Multi-pass review against your guidelines, with disagreements escalated to senior reviewers.

Clean, documented data in the format your pipeline expects, delivered securely.

Engagement

Start small. Scale what works.

Every delivered recordYour schema

Start with a sample

Tell us what your model needs to learn. We’ll scope a pilot and send a sample set in your schema.