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Physical AI in Manufacturing: Automating Unstructured Tasks with AI Operators

August 07, 2025 | Harshad

Unstructured and repetitive tasks in manufacturing have been one of the most challenging areas for robotic systems, especially in a high-mix operation. For example, constantly changing shapes, sizes, materials, orientations, and environmental conditions make picking automation challenging, and inefficient as there’s a constant need to program for each change. AI is emerging as the solution.

While nearly 80% leaders in a survey by the Manufacturing Leaders Council plan to invest in generative AI tools like ChatGPT, Physical AI is also set to bring groundbreaking new innovation in manufacturing automation. By enabling robots and machines to navigate unstructured tasks with vision, dexterity and context-aware motion, AI promises to fundamentally reshape how manufacturing operations run.

Introducing Vention’s AI Operator: Your Team Member That Works 24/7 and Pays for Itself

For decades, manufacturers have dealt with complex systems that demand extensive expertise, lengthy implementation cycles, and inflexible solutions that can’t adapt to changing production needs. Vention is changing this by turning robots into AI Operators using ‘Physical AI’. Powered by AI vision, processing, and control, robots can now handle repetitive and unstructured tasks that have stumped traditional automation—without any need for robotics expertise. This is the capstone of Vention’s mission to make automation faster, more affordable, and accessible to businesses of all sizes.

One of the key roadblocks to automation is a lack of trained robot programming specialists. Vention’s AI Operator solution eliminates this barrier with a no-code path to automation that requires no training. It can enable anyone on the shop floor to simply upload a CAD model and have an AI-powered robot detect, pick, and organize parts with precision in minutes. Engineered for high-mix complexity, the AI Operator adapts to unstructured picking across diverse colors, shapes, lighting conditions, and gripper types for critical tasks like bin picking, machine tending, tote placement, and kitting.

Benefits of the AI Operator 

  • For Engineers: Less time spent on complex programming and sensor integration, more time focused on optimizing production processes.
  • For Businesses: Ability to automate high-mix unstructured tasks that were traditionally out of reach and expensive, and being able to adapt quickly without major overhauls.
  • For the Industry: Access to advanced automation capabilities that were previously available only to the largest manufacturers with extensive technical resources.

What’s Behind the AI Operator: The Three Pillars of Physical AI at Vention

At the heart of the AI Operator is MachineMotion AI, Vention’s next-generation controller that now includes an embedded NVIDIA Jetson NX16 GPU—a credit card-sized processing powerhouse that brings AI processing directly to the factory floor. With the power to compute AI-ready systems, Vention is developing three key pillars of AI, transforming how machines see, manipulate, and move in the real world. Once fully integrated, these three pillars will enable ‘smart factory Lego,’ where everything is automatically discovered.  


Pillar 1: AI-Driven Perception - Making Robots Seeing the World Clearly

AI Vision

Traditional automation relies on dozens of sensors requiring prescriptive configuration and recalibration. Vention’s AI-driven perception uses FoundationPose models to mimic human vision, understanding environments holistically and adapting to changes without manual intervention. This dramatically simplifies deployment of automation solutions as AI-powered robots can seamlessly adapt to different parts, varying conditions and new tasks without costly reprogramming or recalibration cycles.


Pillar 2: Enhanced Dexterity - Mastering Complex Manipulation

High-mix, low-volume manufacturing creates infinite variations in real-world objects that challenge traditional automation. While humans intuitively grasp objects differing in shapes, sizes, materials, and orientations, robots struggle with unstructured tasks. Vention’s AI simultaneously considers part geometry, material properties, gripper capabilities, and environmental constraints, enabling complex picking tasks on the fly. For example, robots can efficiently pick plumbing parts from deep bins without extensive programming for each variation.


Pillar 3: Context-Aware Motion Planning- Robots Can Move In Complex Environments

Most robotic systems follow predetermined paths, like trains on tracks. But real manufacturing environments are dynamic, with obstacles, changing layouts, and varying part locations. Leveraging NVIDIA’s CuMotion technology, Vention’s AI enables robots to navigate complex 3D environments intelligently, understanding movement context and adapting in real-time. This means manufacturers can deploy robots in cluttered environments without extensive pre-programming and maintain continuous production even when conditions change.

By integrating these three pillars, Vention is fundamentally changing how manufacturers can onboard new parts, and deploy systems into a high-reliability manufacturing operation. Now what used to be next to impossible is just a few clicks away. 

Learn More About Vention’s Physical AI Pillars


What’s Next: Built-In AI, Not Bolt-On 

AI Operator is only the beginning of a broader transformation. Vention’s vision extends beyond today’s capabilities. Soon AI Operators will be able to generate grasp plans from just a CAD file, respond to unexpected situations with anomaly detection, and match human level of dexterity. Free from the manual nature of automation, this will allow engineers to focus on optimizing production processes instead of wrestling with complex sensor integration. Businesses gain faster deployment, lower costs, and systems that adapt without major overhauls.

In today’s competitive landscape, adaptability and efficiency determine success. This AI-driven approach makes it possible for any company to harness intelligent automation, regardless of technical expertise or resources. The future of manufacturing is intelligent, adaptive, and within reach for companies of every size—and it’s already here.

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Curious to learn more? Talk to our team to see how AI Operators can reduce downtime, improve flexibility, and simplify your path to automation. Or you can download the brochure to dive into the benefits of Physical AI for manufacturing. 



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