POST-SCALE. ANTI-SLOP.
We are a data annotation company that designs and builds expert-grade datasets for frontier AI models.
We provide managed data operations for teams that understand quality is the only bottleneck left.
We are a human intelligence provider.
The era of commodity data is over.
Recent research from Anthropic, DeepMind, and OpenAI confirms what leading teams already know: model performance is disproportionately driven by data quality, not quantity.
Commodity platforms were built for the old paradigm—optimizing for volume, treating quality as a checkbox. Industry standard defect rates run 10-40%. The result: noisy, low-signal data that degrades your model.
Products
Training Data
SFT: Expert demonstrations that teach foundational capabilities—computer use, web navigation, and structured reasoning.
RLHF: Preference data that captures quality distinctions, teaching models to recognize the difference between adequate and excellent.
Evaluation Infrastructure
RL Environments: Complex scenarios that test agent behavior under realistic conditions.
Rubrics & Verifiers: Objective scoring systems that differentiate expert-level work from mediocre output.
Human Evaluation: Expert judgment on accuracy, usefulness, and safety—the gold standard beyond gameable benchmarks.
Red Teaming: Adversarial testing to identify model vulnerabilities, safety issues, and edge cases before deployment.
Specialized Domains
Expert Domains: Training data from actual domain experts—doctors, lawyers, Fields Medalists, professors. Real expertise, not approximations.
Internationalization: Data in 70+ languages that captures grammar, idioms, and cultural context. Not translation—localization.
Multimodal: Vision, audio, and video training data for models that need to understand beyond text.
Consulting
We audit existing datasets, redesign annotation processes, and architect the QA pipelines that commodity vendors can't build. Our industry experience translates into practical improvements: fixing your data engine, eliminating defect rates, and turning data operations into a competitive advantage.
Work With Us
We are a team of industry veterans—technical program managers, engineers, and quality auditors. We understand how and why quality breaks down at scale better than anyone. Everything we build is designed to prevent it. We are currently working with organizations across industries, with availability for additional engagements. If the above speaks to you, reach out below.