IoT, embedded systems, and AI/ML for smart-product development and digitalization are the focus of Thingularity, a technology and business consulting firm. From a base in Katy, Texas, with a key office in Bangalore, it brings its Rapid IoT Enablement Platform and AI/ML vision-based inspection tools to bear on product engineering for lighting, home automation, smart metering, and industrial machinery. Startups and established firms alike tap its hardware design, firmware development, and cloud connectivity to stand up IoT-enabled devices and digitalize how they manufacture.