We provide expert RLHF, model evaluation, and specialist data operations for AI labs and MLOps platforms, plus applied AI solutions for manufacturing. Two engines, one trusted partner.
Trusted by teams at
We combine expert-powered data operations with applied AI deployment, keeping you close to frontier AI development while delivering measurable enterprise value.
Expert human feedback, model evaluation, and specialist data operations for frontier AI. We deploy vetted domain experts (developers, STEM researchers, medical professionals) across your entire model lifecycle.
Operational intelligence through AI-powered CCTV analytics. We transform existing camera infrastructure into real-time productivity, compliance, and quality visibility, with measurable ROI from day one.
We don't operate like a commodity annotation shop. Every project is matched with domain-appropriate specialists and managed by experienced AI workflow operators.
Every worker is qualified, screened, and task-matched. From senior developers and STEM researchers to licensed medical professionals, we bring judgment, not just volume.
Multi-layer QA, systematic review processes, and expert oversight ensure your data meets the standards frontier models demand. We build confidence in every submission.
We combine AI-assisted workflows with human expert review to deliver high volumes without sacrificing quality. Speed and accuracy aren't trade-offs we accept.
Built for the demands of RLHF, instruction tuning, and model evaluation, not legacy annotation pipelines. We understand what modern AI labs and MLOps teams actually need.
We diagnose before we deploy. Delivery starts with understanding your workflow, use case, and constraints, then designing the right expert operation to match.
From manufacturing shop floors to AI labs to developer evaluation platforms, we span industries with the right specialists in each, not generalists posing as experts.
Frontier AI models require data that reflects real expert knowledge. We provide a tiered spectrum of vetted specialists, from generalist annotators to senior developers, STEM researchers, and licensed medical professionals, matched precisely to your task complexity.
We map your model requirements, task types, and quality standards before anything else.
Each task tier gets the right expert profile: generalist, coder, STEM, or medical.
Multi-layer review, systematic QA, and expert supervision on every submission.
Ramp up quickly across languages, domains, and task types as your model needs evolve.
Your CCTV infrastructure already covers the factory floor. Our AI layer converts that footage into real-time operational intelligence: productivity dashboards, compliance alerts, and process visibility without adding complexity.
Two distinct customer sets, each with clear needs, clear value, and clear ROI.
Building frontier or advanced models that require high-quality expert data, RLHF, or model evaluation at scale.
Running plant-heavy operations with productivity, quality, or compliance visibility gaps, and existing CCTV infrastructure.