One Data Layer. Every Way Teams Use It.
The same production grade datasets serve every stage of building: training models, seeding apps, powering dashboards, running research, and stress testing infrastructure.
AI & ML Training
Train, fine tune, and evaluate models on data that mirrors real enterprise systems, with none of the compliance risk.
- Statistically realistic distributions and correlations
- Ground truth labels for supervised tasks (fraud, churn, matching)
- Benchmark collections for reproducible evaluation
- Zero PII by construction: train and share without compliance reviews
Application Development
Seed products, prototypes, and demos with data that looks and behaves like a customer’s production system.
- Relational integrity out of the box: no broken foreign keys
- Realistic volumes for pagination, search, and perf work
- Demo ready: convincing data your sales team can show
- Version pinned fixtures keep CI, staging, and demos identical
Analytics & Dashboards
Build and test BI models, reports, and pipelines without waiting for production access.
- Time series depth for trends and seasonality
- Messy data realism: estimates, corrections, late postings
- Direct PostgreSQL connection for any BI tool
- Seasonality, promos, and corrections baked into every series
Research & Academia
Study enterprise processes on datasets you can cite, share, and reproduce.
- Versioned & citable: pin exact dataset versions
- Free of NDAs and privacy constraints
- Documented generation methodology
- Reproducible splits your reviewers can rerun
Model Benchmarking
Compare models, tools, and vendors on standardized enterprise workloads.
- Stable versioned benchmarks with ground truth
- Domain tasks: matching, extraction, forecasting, anomaly detection
- Fair comparison across teams and time
- Frozen test splits eliminate leakage and overfitting
Data Engineering
Load test warehouses, pipelines, and infrastructure at realistic scale and shape.
- Production scale volumes up to hundreds of millions of rows
- Real schema complexity: wide tables, deep joins, skew
- SQL dumps that load straight into your warehouse
- Deterministic generation for repeatable load tests
Start Building with Better Data.
Explore the datasets or talk to our team about your use case.