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Predictive AI vs Generative AI in Manufacturing: Matching the Technology to the Decision

Predictive AI vs Generative AI in Manufacturing: Matching the Technology to the Decision

Predictive AI forecasts outcomes such as equipment failures, quality defects and demand shifts from historical production data. Generative AI creates new content, from standard operating procedures to synthetic training data, and powers the operator copilots built on top of it.Manufacturers get the most value by matching each technology to a specific factory use case, not […]

Paweł Pacewicz
Paweł PacewiczSales Director
FinOps for AI in the SDLC: From AI Adoption to Business Value

FinOps for AI in the SDLC: From AI Adoption to Business Value

Introducing AI into the Software Development Lifecycle (SDLC) is no longer the challenge. Most engineering organizations already use tools such as GitHub Copilot, AI-powered testing solutions, documentation assistants, and operational support agents. The real challenge today is understanding whether these investments are creating measurable business value. Many organizations have mature Cloud FinOps practices that provide […]

Szymon Stasiak
Szymon StasiakSenior Practice Area Manager
When a Custom Software Solution Becomes More Cost-Effective Than a Ready-Made SaaS Product?

When a Custom Software Solution Becomes More Cost-Effective Than a Ready-Made SaaS Product?

Business context For many companies, SaaS has been the default answer to almost every software need. Need a CRM? Buy SaaS. Need customer support? Buy SaaS. Need project management, time tracking, marketing automation, finance workflows, HR service desk, contract management, or knowledge management? Buy SaaS. This approach made sense for years because SaaS software reduced […]

Krzesimir Lechowski
Krzesimir LechowskiService Delivery Manager
PPWR Is Not Just About New Packaging Requirements. It Is a Test of Product Data Management

PPWR Is Not Just About New Packaging Requirements. It Is a Test of Product Data Management

On 12 August 2026, the Packaging and Packaging Waste Regulation (PPWR) will start to apply. For manufacturers, this means new obligations related to packaging, but also something much broader: the need to effectively manage data, documentation, product versions and changes throughout the entire product lifecycle. And this is exactly where regulation meets PLM. A great […]

Marek Cendrowicz
Marek CendrowiczMaster Solution Architect
AI in PLM: Why Product Lifecycle Intelligence Is the Next Evolution of PLM 

AI in PLM: Why Product Lifecycle Intelligence Is the Next Evolution of PLM 

Artificial intelligence has become impossible to avoid. Every major PLM vendor is adding AI capabilities to its portfolio, analysts are predicting a new wave of productivity, and manufacturers are looking for practical ways to apply AI across engineering, manufacturing and service.  It is tempting to see this as the next chapter of Product Lifecycle Management, but I think the picture is […]

Michał Rudnik
Michał RudnikSenior Practice Area Manager
Why Digital Thread Is Becoming the Backbone of Europe’s Dual-Use Industry

Why Digital Thread Is Becoming the Backbone of Europe’s Dual-Use Industry

Key takeaways What to expect from this article This article examines why Europe’s competitiveness in dual-use technologies will increasingly depend on connected engineering knowledge rather than production capacity alone. It explains how the Digital Thread functions as an operating model that links requirements, design decisions, manufacturing records, software baselines, certification evidence and operational feedback across […]

Michał Rudnik
Michał RudnikSenior Practice Area Manager