Harmoni Raised $10 Million To Retrofit Old Factories. The Factories Still Run On Technology That Predates The Internet. Let That Sink In.

Startup Harmoni raised $10 million to bring AI into existing US factories rather than building new autonomous facilities from scratch. Cofounders David Caputo and Adam Ellis are targeting the majority of small and midsize American manufacturers that lack even basic analytics. According to Shokoufeh Mirzaei, an industrial engineering professor at Cal Poly Pomona, the average US factory runs on legacy systems that predate the internet and is far behind the automation curve compared to companies like Amazon.

This demonstrates what economists call the technology diffusion lag. Innovation does not spread evenly. It concentrates at the top while the middle operates decades behind. The mental model is that AI's real economic impact will not come from frontier companies adding another percentage point of efficiency. It will come from retrofitting the long tail of businesses still operating on infrastructure from the previous century. The principle is that modernization, not invention, is where productivity gains compound. The frontier moves fast. The baseline moves slowly. Both matter.

Harmoni, cofounded by David Caputo and Adam Ellis, raised $10 million to retrofit existing US factories with AI. Shokoufeh Mirzaei, professor of industrial and manufacturing engineering at Cal Poly Pomona, confirmed that average US factories use legacy systems predating the internet while companies like Amazon operate far ahead on automation.