We design and deploy modular AI tools that sense, learn, and evolve — enabling faster decisions, deeper insight, and continuous optimization.
Linear Labs is where experimentation meets execution. We’re a research-driven innovation lab focused on designing intelligent systems that respond to the real-world — in real time. Our work blends AI, remote sensing, simulation, and systems thinking to help industries adapt faster, operate smarter, and unlock new frontiers of value.
From space-borne sensing to predictive automation, our goal is to bridge deep tech with practical outcomes. We don’t just prototype ideas — we build working systems that scale. Whether it’s rerouting global freight based on satellite insight or simulating infrastructure stress before it happens, we believe in solving the right problems with purpose-built tools.
Our systems extract and refine meaning from high-volume, multi-source data — from satellite imagery to IoT streams — for real-time insight generation.
We build engines that unify geospatial, sensor, and contextual data — allowing models to learn not just from one input, but from how modalities interact.
Deployable architectures that process, fine-tune, and retrain continuously — enabling your systems to improve as your environment evolves.
From filling data gaps to predicting system states, we use advanced inference models to reconstruct and simulate complex behaviors.
We work across logistics, infrastructure, aerospace, and beyond — applying a unified intelligence framework to diverse problems.
Trusted by forward-thinkers