We make tools for the people who actually have to be right — climate scientists, civil consultants, urban planners, and the grad students doing most of the work. Founded in 2024 in Philadelphia, PA.
Most spatial ML tools today are either too academic to ship or too commercial to trust. The first ones don't have install scripts. The second ones don't tell you what their models actually optimize.
We started SPARC Labs (Spatial Research Labs) to make a third thing — a working desktop application built around a single neural pipeline that takes the rigor of academic geostatistics seriously, with the engineering hygiene of a product you can hand to a colleague.
The model is neural. The structure is causal. The promise is that you can simulate adaptation with error bars — not just describe the world.
If you can't read the coefficients, set the priors, or audit the chain, it isn't science. It's marketing.
A SPARC project from 2026 will run identically on a fresh install in 2031. We pin our way out of dependency hell so you don't have to.
Monotone constraints, conservation laws, sign locks — these aren't restrictions, they're the reason the model is worth listening to.
Local-first by default. We don't proxy, log, or train on your projects. We sell software, not your work.
Tell us your domain and CRS. We'll send a build with the right template pre-loaded.
Request access →Embedded deployments, custom domain templates, audit-grade compliance. Annual contracts.
Talk to us →SPARC Labs LLC · 800 South Street · Philadelphia · PA 19147 · spatial research