Expert Human Data

Work alongside a global cohort of domain-trained professionals—our human-in-the-loop specialists—designed for advanced model work in complex or regulated settings.

Integrated Data Solution

Embed teams of human-in-the-loop experts into your workflows, or let them manage end-to-end data pipelines through our platform.

Built to handle advanced reasoning tasks, long-tail multilingual datasets, multimodal workflows and high-complexity domains.

Quality & Scale

Fewer reworks, faster ramp-up, and improved first-pass outcomes.

Specialist Workforce

Our in-house teams combine full-time, professionally-managed staff with a curated network of industry specialists.

When you’re working in niche areas—clinical diagnostics, rare languages, or specialized domains—our vetted specialists provide context that effectively supports model training and evaluation.

Use Cases

Support for foundational model work for any domain, language or modality, including:

• Prompt-response generation
• Chain-of-Thought reasoning
• RLHF & alignment
• Corpus creation
• Evaluation & safety
• Multimodal workflows (image + text + video)
• Retrieval-augmented generation (RAG) fine-tuning
• Agent evaluation

Proven At Scale

From model labs to global enterprises, we work across autonomous systems, healthcare, commerce, finance and other mission-critical AI use cases.

Our teams integrate into existing workflows, adapt to evolving specifications, and maintain consistent output quality throughout.

Human-Centred + Enterprise-Ready

AI works best when the people building it represent the world it serves. That’s why we’ve built workforce development programs that support long-term, high-skill roles globally.

Our processes are structured to meet enterprise demands: built-in traceability, audit-readiness, and continuous improvement. We comply with SOC 2, HIPAA and GDPR standards.

Platform & Tools

Whether you use our enterprise-grade platform or bring your own model, our systems connect smoothly into your workflows.

• API integration, custom data schemas, private deployments
• Complete pipeline transparency: annotation → delivery
• Infrastructure designed for scale, compliance and speed
• Rapid iteration, performance monitoring and audit-ready integrations

We don’t ask you to adapt to our system. We adapt to yours.

When to Reach Out

Suppose you’re scaling an evaluation pipeline, fine-tuning a frontier model or entering a domain with regulatory complexity. In that case, this is where we can support you.

Let’s explore how teams, tools and domain expertise combine to get you to your next milestone.