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 see the numbers, question the assumptions, or trace every step — 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.
Physical laws, conservation rules, effect directions — these aren't limitations, they're what make the model trustworthy.
Local-first by default. We don't proxy, log, or train on your projects. We sell software, not your work.
Tell us your spatial question and we'll scope a pilot together. You bring the data and scenarios — we produce outputs, confidence intervals, and a report built for your audience.
Apply for access →We work with city agencies, infrastructure teams, and academic groups to design pilots around active decisions — zoning, capital investment, adaptation strategy.
Start the conversation →SPARC Labs LLC · 800 South Street · Philadelphia · PA 19147 · spatial research
