Is CES 2026 the moment AI became business infrastructure?

CES 2026 quietly marked a turning point. AI stopped being the shiny feature you bolt on for a headline, and started behaving like electricity. It's just assumed.

In this episode, I break down the five AI themes that defined the show:

• AI PCs go mainstream: Your next laptop refresh might be your biggest AI decision this year. AMD, Intel, and Qualcomm are putting serious on-device capability into enterprise hardware, and that changes where your AI runs, how your data moves, and how much control you actually have.
• Edge AI and the "no cloud required" wave: From real-time deepfake detection on laptops to Caterpillar embedding a voice assistant into excavators that works without connectivity, on-device AI is solving the unsexy problems: latency, offline reliability, and data control.
• ROI-first AI: Siemens and PepsiCo showed what "show me the numbers" looks like: 20% throughput gains and 90% of issues caught before physical changes. The pilot era is over.
• Physical AI: Boston Dynamics' Atlas is heading to Hyundai factories by 2028. But the nearer-term story? Copilots for heavy machinery that upgrade the tools you already have.
• Trust as the bottleneck: The limiting factor isn't clever models. It's governance, guardrails, and getting your data right.

If you take one thing from CES 2026: AI is becoming infrastructure. That means it's going to be boring, expensive, and absolutely worth getting right.