High-quality AI training datasets delivered 2× faster and 45% cheaper through expert-driven operations, not just software.
Join our network of expert contributors. Work remotely on cutting-edge AI projects.
Design multi-step command-line reasoning tasks that challenge frontier AI models like GPT-5 and Claude Sonnet 4.5. Create deterministic benchmarks with Docker environments and comprehensive test suites.
Craft challenging, verifiable problems requiring PhD-level expertise. Create prompts demanding deep reasoning and synthesis across multiple research sources, designed to stump frontier AI models.
Verify and validate expert-created problems across STEM and technical domains. Solve complex challenges independently, compare solutions, and provide detailed feedback to ensure dataset quality.
Operations-first approach to AI data creation
Access to 500+ pre-trained contributors including PhDs, engineers, and domain specialists across STEM, finance, and coding ready before projects start.
Operations engine built on volume and speed. Giant supply of trained contributors actively consuming tasks means faster project-to-delivery cycles.
Lower costs through operational efficiency and supply volume, not just platform features. Verified through multiple client projects.
Active Contributors
Revenue Generated
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Join the operations engine powering AI data creation for leading labs.