Industries

Specialist work deserves specialist judgment.

We focus on AI use cases where language, technical knowledge or safety context materially changes what good data looks like.

01

Generative AI

Preference, evaluation and supervised datasets for models that generate useful, relevant responses.

  • Evaluation rubrics
  • Expert contributors
  • Reviewed outputs
02

Software engineering

Code review, debugging, test creation and technical evaluation with qualified developers.

  • Code execution
  • Debugging
  • Test creation
03

Language models

Multilingual evaluation, localisation, intent work and culturally informed quality review.

  • Local context
  • Fluency checks
  • Multilingual safety
04

Mathematics

Problem creation, solution verification and reasoning-quality assessment by capable specialists.

  • Verified solutions
  • Difficulty grading
  • Error analysis
05

Customer support AI

Conversation labelling, policy adherence, tone review and realistic support scenarios.

  • Intent and tone
  • Policy adherence
  • Conversation quality
06

Safety evaluation

Policy testing, red teaming and structured identification of harmful or unreliable behaviour.

  • Adversarial prompts
  • Failure taxonomy
  • Severity review

Need another specialist domain?

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Share the exact expertise, language and review level. We’ll assess the contributor profile and operating requirements.

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