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Articles
Edge vs Cloud AI: What’s Right for Your Product?
One of the most important questions is no longer simply whether AI can be added to a product, but how to adopt it efficiently. This […]

Articles
CES 2026 Reflections: Media AI at the Edge
This article explores why on-device AI at the edge matters, what it enables, and how operators can turn hype into business outcomes.

Articles
Do I Need AI in My Product?
For many product teams, it now feels like a question of when to adopt AI, not if. But in reality, not every product needs it. […]

Articles
The Hidden Costs of Choosing the Wrong Product Architecture
In this article, we explore the foundations that make connected product evolution possible and successful.

Articles
7 key mistakes businesses make when evolving their Industrial IoT device
In this article, we explore the common mistakes that can derail an Industrial IoT project before it delivers value.

Articles
How to Build Smarter Products Without Starting From Scratch
Innovation is not always about starting again. For many products, there’s a smarter, faster, and more cost-effective path: evolve what already works.

Case Studies
A connected e-cigarette device
We were approached by a leading vaping product manufacturer who wanted to turn their existing e-cigarette product into a connected device, adding secure data collection […]