IPercept raises $16.5M to give factory machines a health check
What's the deal? Stockholm-based industrial AI startup IPerceptDealroom has a profile for this one. Try Dealroom → has raised a $16.5 million Series A to expand its physical AI technology for CNC machines. Isogon VenturesDealroom has a profile for this one. Try Dealroom → and 2150Dealroom has a profile for this one. Try Dealroom → co-led the round, with Luminar VenturesDealroom has a profile for this one. Try Dealroom →, RunwayFBUDealroom has a profile for this one. Try Dealroom →, J12 VenturesDealroom has a profile for this one. Try Dealroom → and AI.FundDealroom has a profile for this one. Try Dealroom → participating.
What does it do? Founded in 2019 by Karoly Szipka and Andreas Archenti, IPercept clamps a sensor onto CNC machines to run diagnostics and predictive maintenance — without accessing their internal controllers or a customer's IT network. The system flags problems before they cause costly unplanned downtime.
Why now? CNC — computer numerical control — machines cut and shape parts across automotive, aerospace, and energy manufacturing, yet have long operated with limited monitoring. IPercept says average machine efficiency has hovered around 50-60% for decades.
What's the endgame? The company will use the funding to expand partnerships with industrial service firms and enter the US market. It already works with more than 30 enterprise customers, including Airbus, BoschDealroom has a profile for this one. Try Dealroom →, Hitachi EnergyDealroom has a profile for this one. Try Dealroom →, ScaniaDealroom has a profile for this one. Try Dealroom →, and Volvo.
A domain-first approach: Szipka, who holds a PhD in CNC machine diagnostics from KTH Royal Institute of Technology, says the company found that monitoring machines "was not simply a conventional data science problem." Instead of relying on large historical datasets, its technology directly measures the physical behaviour of the machine.
The signal: While much of the AI industry chases humanoid robots and warehouse automation, IPercept is betting on the machines already running inside factories. Its raise reflects growing investor appetite for physical AI applied to the industrial base rather than greenfield robotics.
Read more: worknation.buzz, sesamers.com
