Human expertise behind intelligent systems.

Flexible outsourced teams for AI data operations, evaluation and quality—built around accuracy, confidentiality and scale.

Data annotation

One managed partner for annotation design, certified teams, quality assurance, expert review and delivery.

Clean, deduplicate, balance, enrich and govern fragmented data into reproducible model-ready datasets.

Structured preference, scoring, rewriting, safety and expert feedback programs that improve model behavior.

Independent quality, safety, robustness and domain evaluations for evidence-based model decisions.

Quality planning, layered controls, audit, adjudication and continuous improvement for dependable delivery.

Connect AI, people and systems through intelligent routing, human review, integrations and live control.

Verified, calibrated and fully managed specialist teams for high-context AI decisions.

One accountable partner for workforce, workflow, quality, security, SLAs and operational reporting.