terraflux.ai
High-resolution land-surface intelligence for climate-critical operations
Teraflux runs custom land-surface and PBL stacks at 100 m – 1 km, producing physics-grade datasets and AI workflows for energy, autonomy, insurance, and climate AI labs that cannot rely on coarse global products.
Legacy forecasts smooth over the physics that dictate real-world risk. We resolve land-surface fluxes, canopy drag, snowmelt, and boundary-layer feedbacks — then deliver them in ML-native formats teams can train, assimilate, and deploy without rebuilding NWP.
why we exist
- Coarse inputs miss extremes. 25–50 km products dilute urban heat, canopy drag, snowmelt, and flux feedbacks.
- AI inherits the blur. Training on low-fidelity grids blocks domain models from capturing the physics that matter for operations.
- No turnkey LSM pipelines. High-resolution LSMs rarely run operationally, and almost never feed modern AI stacks or EO integrations.
how we respond
- AI-ready datasets. Physics-based outputs at 1 km → 100 m in Zarr, NetCDF, and Parquet for training, validation, and inference.
- Applied insights. Urban heat, agriculture, wildfire, and hydrology products that prove the data in production workflows.
- AI training & inference. Turnkey GPU training loops and hosted inference built on top of Teraflux datasets.
- Assimilation integration. EO and in situ data fused into high-resolution control loops via custom pipelines.
- Hybrid physics + ML. Bias-aware ML components embedded inside our LSM/NWP stacks to accelerate and stabilize runs.
quiet programs
UrbanFlux Insight, AgroFlux Yield, WildFlux Sentinel, HydroFlux Guard, and AutoFlux Drive anchor the first deployments — pairing our datasets with assimilation services, LES hazard scenarios, and GPU-hosted AI for partners across utilities, insurers, EO platforms, and autonomy.
We maintain a limited pilot roster while in stealth. Reach out to discuss dataset licensing, assimilation integration, or hybrid AI modeling collaborations.
contact
If your team builds climate, energy, or autonomy models and needs high-resolution land-surface intelligence, contact hello@terraflux.ai.
