MultiSensor AI Holdings Inc develops and sells a full-stack, AI-driven predictive maintenance solution. MultiSensor AI's SmartIR and associated software platforms, powered by AWS, leverage MSAI-built thermal imaging, visible imaging, acoustic imaging, vibration, and laser sensing devices for condition-based monitoring of critical mechanical and electrical assets and manufactured outputs. Its solutions are deployed by organizations to protect critical assets across a wide range of industries including distribution & logistics, manufacturing, utilities, and oil & gas. MSAI designs and manufactures digital thermal sensing solution platforms with edge and cloud-based software. The company generates the majority of its revenue from product sales.