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Slashing Redundancy at Scale: PTC Debuts Windchill AI

PTC's GM for Windchill, JOHN HALLER, on the New Parts Rationalization add-on: ”AI as a practical tool rather than just another buzzword.”
A central point in PTC’s new PLM vision—following former CEO Jim Heppelmann’s broad holistic goals—is formulated in the "Intelligent Product Lifecycle." Within this vision, AI is a key element. The idea is to unite product data with embedded AI to break down silos between engineering, manufacturing, and service. The aim is to create a coherent digital thread that makes data accessible and actionable throughout the product’s life cycle. This includes AI in workflows, a strong database foundation, an advanced digital thread, and collaboration across domains and silos. The vision also aims to connect mechanics, electronics, and software in an integrated environment (Integrated Product Engineering, IPE), which was recently showcased together alongside Lamborghini at CES 2026, demonstrating how to shorten development times and increase quality throughout the entire lifecycle.
Based on the vision of the intelligent product lifecycle and concepts such as integrated engineering (IPE), PTC CEO Neil Barua and his team envision reaping benefits such as:
* Faster time to market: Reduced development cycles from years to months.
* Sustainability: Integrated sustainability choices already in the design phase, where 80% of a product's environmental impact is determined.
* Reduced costs: Eliminated duplication of effort and optimized resource use.
The company now aims to deliver these gains with its latest innovation, launched this week: Windchill AI Parts Rationalization, a new AI capability built into its leading PLM platform, Windchill. This new capability brings AI directly into parts management workflows, helping manufacturers address long-standing challenges such as duplicate parts, slow or incorrect part lookups, and inconsistent part data—issues that contribute to higher costs and slower development cycles.
“Getting the right part data is fundamental to modern product development, but it’s becoming increasingly difficult to maintain as product lines grow, systems multiply, and organizational complexity increases,” said John Haller, GM of Windchill, PTC. “We designed the AI Parts Rationalization capability to help our customers reduce that complexity, so they can spend less time managing duplicate parts and cleaning up data, and more time focused on building better products.”
A fundamental idea in all of this is that AI is only as good as the data it has access to. By centralizing product data in a unified base (SaaS), companies can scale their AI transformation without having to rebuild their infrastructure.
Among Nordic companies that can take advantage of this are, for example, Volvo Group, which works with PTC solutions as its basic software arsenal in product development.

Last week’s launch of Windchill AI Parts Rationalization isn’t about AI as just another buzzword, but rather as a practical decision support tool for engineering, asserts Johan Adelgaard (pictured left), sales manager and digital transformation advisor at PTC’s global leading partner (VAR, Value Added Reseller) PDSVISION, in a LinkedIn post. The problem of achieving rational parts management comes from things like increased variant management, product portfolio growth, and growing product complexity – think electrical, electronics, software, and the like, he continued.
“Exactly, product portfolios are expanding. Variants are exploding. At the same time, system communication is not working perfectly. Teams are working under pressure, and suddenly it becomes more difficult to confidently find the right existing part than to create a new one. That’s when duplicates start to creep in,” Adelgaard argues, concluding: “With solutions like Windchill AI Parts Rationalization, AI is finally being applied in a way that is practical for engineering organizations – not as a buzzword, but as decision support in real workflows.”

Windchill AI Parts Rationalization discovers similar parts to prevent duplicates, identifies redundant parts that already exist in enterprise systems, and drives consolidation through change workflows. The feature is deployed as a plugin, which enables customers to use new AI capabilities and enable rapid innovation while minimizing operational disruption. Together, these improvements help reduce inventory and transportation costs, speed up technical work, improve data quality, and support safer collaboration and decision-making between teams. Image courtesy of PTC.

Built-in AI in Workflows
Instead of standalone tools, PTC is embedding AI directly into the systems teams already use to provide context-sensitive support. Here’s the big AI picture:
Creo AI (CAD): Automates design choices and optimizes material usage for lighter, stronger designs.
Windchill AI (PLM): Manages complexity by automatically detecting duplicate parts (Parts Rationalization) and predicting bottlenecks.
Codebeamer AI (ALM): Helps engineers write and validate requirements and generate test cases, which can save 20-40% of development time.
ServiceMax AI (SLM): Transforms service from reactive to proactive by using IoT data to predict failures before they occur.

ServiceMax AI is like having access to the ultimate expert, one who has access to every work order, every part replaced, every installed product, every service event. And having the ability to ask them questions via chat. ”The impact on your workforce and your business is transformational,” asserts PTC’s Neil Barua.

In the press release for AI Parts Rationalization, PTC notes that it will continue to develop Windchill AI with features designed to deepen automation and improve decision-making across classification and reuse workflows. Planned future enhancements include support for smart-assisted classification, part reuse in design environments, schedule guidance, and tools to monitor duplicates and compare material and cost properties.
So, how important is Windchill AI Parts Rationalization? John Haller believes it is a key step in solving one of the most expensive problems in modern product development: part proliferation.

As product lines grow, it becomes n It’s nearly impossible for engineers to keep track of existing components, often leading to them creating or purchasing identical parts again. PTC’s new AI tool addresses this directly by:
Identify duplicates: AI scans large databases to find identical or similar parts that humans often miss.
Reduce costs: Fewer unique items mean lower inventory costs, less administration, and a better bargaining position with suppliers.
Faster design: Instead of spending hours manually searching or recreating data, teams can quickly find and reuse approved components.
Easy implementation: Because it’s delivered as a plugin, companies can start using AI functionality without having to undergo major upgrades to their entire Windchill PLM system. The tool is part of PTC’s broader vision of an “Intelligent Product Lifecycle,” where AI is integrated into everything from design (Creo) to service (ServiceMax) to create a cohesive digital thread.

In the ageof rapid technological advancement, the workplace landscape is undergoing a profound transformation. Automation and AI are becoming integral parts of various industries, reshaping the way tasks are performed. In this dynamic environment, the value of human skills has never been more pronounced. Beyond technical proficiency, qualities like emotional intelligence, creativity, and adaptability are emerging as crucial assets for both individuals and organizations. By working together with other AI solutions and capabilities, such as PTC’s Creo AI, Codebeamer AI, ServiceMaxAI, Onshape AI, and Arena AI, Windchill these software solutions can form the bedrock upon which individuals build their professional identities, enabling them to collaborate effectively, navigate complex situations, and drive innovation. 

From Creo AI to Onshape AI
Windchill, along with the rest of PTC’s portfolio, supports the company’s vision for the intelligent product lifecycle, enabling manufacturers and product companies to build a product database in technology, extend the value of that data across the enterprise, and drive AI-driven transformation. By working together with other AI solutions and capabilities, such as PTC’s Creo AI, Codebeamer AI, ServiceMaxAI, Onshape AI, and Arena AI, Windchill helps organizations scale AI-driven transformation with confidence.

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