Services
Human expertise, managed for AI delivery.
Choose a capability or start with the business problem. Every engagement combines the right contributors, operating workflow and quality controls.
AI response evaluation
Rank, score and critique model outputs against clear, project-specific rubrics.
- Preference datasets
- Scored model outputs
- Critique datasets
Data annotation & labelling
Create clean, consistent labels across text, image, audio, video and structured datasets.
- Labelled datasets
- Corrected datasets
- Annotation guidelines
RLHF services
Managed human-preference workflows for ranking, scoring, feedback and critique generation.
- Preference data
- Scoring datasets
- Critique and revision data
Model safety & quality testing
Test model behaviour across policy, harm, bias, hallucination and difficult edge cases.
- Test suites
- Structured findings
- Failure examples
Prompt & answer creation
Build domain-relevant prompts, reference answers and edited instruction datasets.
- Prompt datasets
- Reference answers
- Conversation datasets
Expert AI training tasks
Bring coding, mathematics, language and professional-domain judgment into model training.
- Expert-created datasets
- Reviewed model outputs
- Code and tests
Freelance workforce management
Recruit, qualify, onboard, allocate and support specialist contributors under one managed programme.
- Qualified contributor cohorts
- Onboarding records
- Allocation plans
Not sure which service fits?