Evaluating only Perceptive Robotics’s profile at its peak — without knowing the outcome — the model ranked Unit economics as the #1 likely cause. That’s exactly how it died.
Key Events Timeline
FOUNDING
Alex Harmsen founded Perceptive Robotics to build AI-guided climbing robots for structural inspection.
FUNDING
Raised $7.5M in seed funding from hardware-focused VCs and strategic infrastructure investors.
PRODUCT LAUNCH
CLIBO robot demonstrated on commercial building facades, winning pilot contracts with insurers.
SHUTDOWN
Shut down after failing to close Series A; second-generation robot never reached commercial deployment.
Full Analysis
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Documented cause
Perceptive Robotics built climbing robots for building inspection using computer vision and AI navigation. Despite winning contracts with insurance companies and infrastructure firms, the company raised only $7.5M and could not scale operations profitably. Hardware iteration cycles proved too expensive relative to available capital. The company quietly shut down in 2023 after failing to close a Series A round needed to commercialize its second-generation CLIBO robot platform.
Lesson
“Specialized inspection robotics needs patient capital; underfunded hardware startups die between product generations.”