Matter Intelligence is a remote-sensing company building ultraspectral imaging sensors that capture thousands of spectral bands from ultraviolet through thermal infrared, revealing the molecular chemistry of materials that conventional cameras cannot see. It pairs those sensors with a physics-informed foundation model — which the company calls a Large World Model — to identify materials, temperature, and composition rather than just shapes. Its first satellite, EARTH-1, is intended to deliver sub-meter hyperspectral and thermal imaging and to map Earth's material composition in real time. The company was founded in 2023 by former NASA JPL engineers Vishnu Sridhar and Thomas Chrien with former Caltech scientist Nathan Stein, and emerged from stealth in October 2024 with $12M in seed funding led by Lowercarbon Capital.