Enterprise AI

Powering Enterprise AI
With Real Data

We build AI systems for enterprises. We need high-quality, real-world 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.

Rigorous Quality Pipeline

Automated validation, structured review, clear feedback at every step. You always know exactly where your submission stands.

Fair, Transparent Compensation

Clear pricing, milestone-based payments, and long-term contracts for proven suppliers. No surprises.

Long-Term Partnerships

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

Data Categories
What We're
Looking For

Five categories of structured reasoning data. Each requires domain expertise and verifiable outputs.

Long-Horizon STEM Reasoning

Multi-turn problem-solving tasks where reasoning compounds across turns. Minimum 10 turns.

Cross-Domain STEM

Problems requiring necessary reasoning across multiple domains. Cross-domain dependency must be causal.

Agentic Research & Hypothesis Generation

Tool-driven research workflows and scientific hypothesis generation with failure and recovery patterns.

Scientific Computing

Real-world scientific software problems including debugging, numerical issues, and scaling.

Long-Horizon Private Codebases

Multi-step agentic coding tasks in real proprietary codebases. Bug fixes, features, refactoring.

Other

Have high-quality data that doesn't fit the categories above? We're open to proposals across other domains.

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

Every submission is reviewed by domain experts against published criteria. Automated validation checks format and completeness first.

Difficulty Calibration

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

How It Works
Become a
Data Supplier

A clear path from application to long-term partnership.

01

Apply

Create an account and tell us about your organization and area of expertise.

02

Submit Samples

Upload a small sample batch. We validate format and quality automatically.

03

Review & Feedback

Our team reviews your submission and provides detailed, actionable feedback.

04

Scale Up

Proven suppliers move to pilot and expansion volumes with ongoing contracts.

Security
Your Data,
Protected

Encryption

Data encrypted at rest and in transit

Access Control

Permissions scoped per project and role

Data Provenance

Full source history and audit trail

AWS Google Cloud Microsoft Azure

Ready to Supply Data
for Enterprise AI?

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