Use cases
Four buyer types. One platform. Each gets measurable, decision-ready flow intelligence in days.
Engineering equipment manufacturers
- Screen 10+ impeller/baffle configurations in days
- Quantify mixing vs power to guide product design
- Map dead zones and recirculation to reduce failure risk
Chemical & process companies
- De-risk reactor selection and scale-up decisions
- Reduce pilot loops and avoid overdesign CAPEX
- Validate operating windows with measured evidence
CFD software & model developers
- Ground-truth datasets for validation and benchmarking
- Improve closure equations with measured statistics
- Build confidence in simulation outputs for customers
Research laboratories
- Publication-ready datasets with uncertainty quantification
- Skip building bespoke measurement infrastructure
- Accelerate fundamental research with faster iteration