Scope a project

Training-data production

Expert answers, demonstrations, annotations, original collection and human feedback for a defined model or workflow need.

Discuss a project

When this fits

Your team needs examples or human judgments that a general-purpose dataset does not provide.

  • Annotate buyer-provided material against a task-specific rubric.
  • Commission original expert answers or demonstrations.
  • Collect preference judgments or authorized audio and video.

What you receive

  • Records in the agreed format, with the required labels, answers or judgments.
  • Versioned instructions, rubric and relevant collection metadata.
  • Review results, accepted quantities and a correction log.
  • Source and rights information, permitted AI assistance and known limitations.

How we check it

  1. Calibrate a representative paid sample against the agreed reference set.
  2. Use independent review appropriate to the task and resolve disagreements.
  3. Report first-pass acceptance and corrections against the agreed defect definitions.

Scope, acceptance criteria, review deadline and included corrections are agreed before work begins.

Discuss your project

Share a high-level requirement. We discuss the scope and propose a paid engagement with agreed deliverables, review criteria and payment terms.

Discuss a project

Pricing depends on scope, rights, effort and security requirements. Expanded uses, support and refreshes are separately agreed.