Enterprise AI

Enterprise AI
Built on Quality Data

We build AI systems for enterprises. We source high-quality data from exceptional partners. Join our network of data suppliers.

Why HubLogic
Why Suppliers
Choose HubLogic

We are building long-term relationships with the world's best data suppliers.

Growing Enterprise Demand

We work with enterprise clients who need continuous, high-quality data. Suppliers get access to real, funded demand.

Long-Term Partnerships

We start with small samples and scale up. Suppliers who deliver quality get expanded volumes and ongoing contracts.

Engagement Stages
How the
Partnership Works

Three phases from initial sample to full-scale production. Each stage gates the next.

01
Sample

Quality Calibration

50 datasets per category

Initial submission to calibrate quality, format compliance, and difficulty level.

02
Pilot

Full Pilot

1,000 per category

Full pilot engagement with systematic QA review and batch-level pass rate tracking.

03
Expansion

Scale Production

Up to 10,000 per category

Full-scale production based on pilot performance. Volume and pricing finalized per vendor.

Quality Bar
We Set a
High Bar

Every dataset is evaluated against rigorous benchmarks before acceptance.

pass@3 Minimum

Every dataset must achieve at least pass@3 on our evaluation benchmarks. We prefer datasets scoring pass@8 or above.

No Reward Hacking

Datasets must demonstrate genuine reasoning depth. Shortcuts, gaming, and superficial patterns are flagged and rejected.

Expert Review

Submissions are reviewed by domain experts to ensure quality and relevance.

Difficulty Calibration

Target difficulty range of 20-40% pass rate. No trivial tasks, no impossible ones. Meaningful reasoning depth required.

Ready to Work
With Us?

We are looking for data partners who set the highest standards.

Contact Us →

contact@hublogic.cloud