Training the next generation of AI requires data that's smarter than any single human or model. We create that data by unifying fleets of experts with your AI models, generating the fuel for the leap to AGI.
Frontier models are rapidly approaching, and in some cases surpassing, the capabilities of a single human expert. This creates a fundamental paradox: How do you generate data to teach a model something that no single person can fully master or evaluate?
Standard data labeling, even from domain experts, hits a wall. The data quality plateaus, and the model's progress stalls. You're left with data that is merely human-level, not super-intelligence-level.
We assemble elite teams of specialists within a single domain to collectively solve and verify complex problems. This consensus-driven approach allows us to generate datasets of unprecedented complexity and, critically, validate AI-generated solutions that have surpassed the verification capacity of any single expert.
Real-world problems often require knowledge from multiple fields. We connect experts from different areas to work together and create comprehensive training data. This helps AI models learn to solve complex, multi-faceted problems by combining insights from various disciplines.
We pair human experts with AI systems to get the best of both worlds. Experts use AI to enhance their thinking, while also testing and improving the AI's capabilities. This partnership creates training data that's better than what humans or AI could produce working separately.
We specialize in generating and validating data that surpasses the cognitive limits of a single expert, providing the definitive ground truth needed for your most advanced models.
Our meticulous, consensus-driven process of verification eliminates individual error and bias, ensuring every dataset meets an unparalleled standard of quality and accuracy.
Building super intelligence requires a profound focus on safety. Our collectives are purpose-built to generate the data needed for robust, safe, and beneficial AGI.
Provide the RLHF, instruction tuning, and preference data needed to train models on tasks that exceed single-human capabilities, from complex code generation to novel scientific discovery.
Generate complex, multi-step reasoning chains for math, logic, and planning problems that are verified by a consensus of experts.
Go beyond pre-existing knowledge. Our collectives can synthesize novel insights from disparate, complex sources, creating proprietary datasets that give your model a unique competitive edge.
Empower your agents to learn faster, perform better, and reach production with confidence. Get started with a free consultation today.