We build AI systems for enterprises. We need high-quality, real-world data from exceptional partners. Join our network of data suppliers.
We are building long-term relationships with the world's best data suppliers.
We work with enterprise clients who need continuous, high-quality data. Suppliers get access to real, funded demand.
Automated validation, structured review, clear feedback at every step. You always know exactly where your submission stands.
Clear pricing, milestone-based payments, and long-term contracts for proven suppliers. No surprises.
We start with small samples and scale up. Suppliers who deliver quality get expanded volumes and ongoing contracts.
Five categories of structured reasoning data. Each requires domain expertise and verifiable outputs.
Multi-turn problem-solving tasks where reasoning compounds across turns. Minimum 10 turns.
Problems requiring necessary reasoning across multiple domains. Cross-domain dependency must be causal.
Tool-driven research workflows and scientific hypothesis generation with failure and recovery patterns.
Real-world scientific software problems including debugging, numerical issues, and scaling.
Multi-step agentic coding tasks in real proprietary codebases. Bug fixes, features, refactoring.
Have high-quality data that doesn't fit the categories above? We're open to proposals across other domains.
Three phases from initial sample to full-scale production. Each stage gates the next.
Initial submission to calibrate quality, format compliance, and difficulty level.
Full pilot engagement with systematic QA review and batch-level pass rate tracking.
Full-scale production based on pilot performance. Volume and pricing finalized per vendor.
Every dataset is evaluated against rigorous benchmarks before acceptance.
Every dataset must achieve at least pass@3 on our evaluation benchmarks. We prefer datasets scoring pass@8 or above.
Datasets must demonstrate genuine reasoning depth. Shortcuts, gaming, and superficial patterns are flagged and rejected.
Every submission is reviewed by domain experts against published criteria. Automated validation checks format and completeness first.
Target difficulty range of 20-40% pass rate. No trivial tasks, no impossible ones. Meaningful reasoning depth required.
A clear path from application to long-term partnership.
Create an account and tell us about your organization and area of expertise.
Upload a small sample batch. We validate format and quality automatically.
Our team reviews your submission and provides detailed, actionable feedback.
Proven suppliers move to pilot and expansion volumes with ongoing contracts.
Data encrypted at rest and in transit
Permissions scoped per project and role
Full source history and audit trail
Join our network of data suppliers. We are looking for partners who set the highest standards.
Apply as Data Supplier →Or reach us at contact@hublogic.cloud