Managed AI Evaluation Operations for Frontier AI Teams
Human feedback infrastructure for LLMs, AI agents, coding models, and enterprise AI systems.
We provide managed RLHF, AI evaluation, multilingual review, coding assessment, and AI agent testing through enterprise-grade quality operations and calibrated human evaluators.
Trusted Infrastructure for AI Evaluation
AI systems still require reliable human judgment.
From ranking model responses to validating agent workflows and reviewing coding outputs, modern AI development depends on scalable human evaluation operations.
We help AI companies build reliable evaluation pipelines through managed reviewer operations, quality assurance systems, and expert human feedback workflows.
Comprehensive AI evaluation infrastructure
End-to-end managed operations for every stage of AI development and deployment.
Built for enterprise AI operations
Reliable evaluation requires operational excellence, not crowdsourcing platforms.
Managed Operations
We operate complete human evaluation workflows, not unmanaged crowdsourcing.
Calibrated Evaluators
Structured onboarding, reviewer testing, calibration tasks, and continuous QA monitoring.
Enterprise-Ready Processes
Security-focused operations with documented workflows, auditability, and controlled reviewer access.
Global Expert Workforce
Access to multilingual reviewers, technical evaluators, and specialized domain experts.
Scalable Delivery
Flexible reviewer operations that scale alongside evolving AI workloads.
Operational workflow for reliable evaluation
Task Design
We work with your team to define evaluation objectives, reviewer criteria, and grading standards.
Reviewer Calibration
Evaluators are trained and calibrated using benchmark tasks and quality scoring frameworks.
Human Evaluation
Managed reviewer operations execute annotation, ranking, grading, or evaluation workflows.
Quality Assurance
Consensus scoring, audits, escalation reviews, and QA validation maintain output consistency.
Reporting & Delivery
Structured reporting and delivery pipelines aligned with your operational requirements.