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Smart Vision Systems Revolutionize Industrial Robotics

By ASCM CEO Abe Eshkenazi, CSCP, CPA, CAE
While industrial robotics are essential to modern manufacturing and warehousing, they are far from foolproof. Racks shift, parts sit out of alignment, and robot arms can freeze in place or even snap off. When these glitches occur, human operators must pause their work to troubleshoot, reset or reboot the machinery, causing severe operational delays. In fact, experts say critical bottleneck failures can cost as much as $100,000 per minute.
For example, at a Detroit-based Stellantis assembly plant, a giant robot arm kept freezing in place, reports The New York Times. The arm was programmed to pick panels off a rack and hoist them so they could be welded onto Dodge Durangos and Jeep Cherokees. But whenever a panel sat even slightly out of position on the rack, the robot got confused and stopped working.
That’s where French startup Inbolt comes in. The company was founded in 2019 as a graduate school project; after spending time in a business incubator in Shenzhen, the founders were inspired to combine proprietary software with off-the-shelf hardware to modernize existing industrial robots. “Its software gives robots the ability to map the environment around them in 3D and uses CAD models to train robots to recognize parts,” The Times explains.
So, instead of buying all new vision-embedded equipment — costing hundreds of thousands of dollars and sending perfectly good hardware to the scrap heap — Stellantis was able to retrofit existing robot arms with Inbolt's cameras. This let the robots "see" for the first time and enabled the company to reassign robot tenders to higher-value activities.
These real-world solutions highlight why collaborative robotics and adaptive automation play such a pivotal role in ASCM’s 2026 Top 10 Supply Chain Trends: By integrating 3D visual perception into autonomous picking arms and factory floor machinery, organizations transform rigid, blind pick-and-place tools into responsive partners — preventing line shutdowns, optimizing inventory movement, and enabling cross-functional human teams to step away from mechanical troubleshooting and focus on higher-level operational agility.
All eyes on supply chain tech
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