AI Labs
Frontier research teams needing evaluation and red-team capacity at speed.
Industries
Domain-aware teams for work where context matters.
General capacity can move volume. Specialist judgement helps the work survive real products, users and regulated environments.
Discuss your industryWhere we contribute
Teams aligned to the domain and the decision.
We combine task instruction with relevant technical, linguistic or professional knowledge. Every final scope depends on the project requirements and approved controls.
Large Language Model Companies
RLHF, ranking and prompt programmes across languages and domains.
Technology Firms
Search relevance, content classification and engineering support.
Research Institutions
Structured data collection and subject-matter annotation.
Enterprise Software Companies
Product data operations, QA and multilingual localization.
Healthcare
Clinically supervised annotation with credentialed medical experts.
Financial Services
Document processing and analyst-grade evaluation under controls.
Government Contractors
Compliance-first delivery with full audit records.
Education Technology
Curriculum content, tutoring evaluation and assessment review.
Risk shapes delivery
The workflow changes when the stakes change.
Regulated sectors receive named, credential-verified experts, signed NDAs and per-project access controls.
- Project-specific eligibility and learning
- Scoped access to assigned work
- Ordered manager and quality review
- Documented decisions and delivery records
A fit-for-purpose team