The news: While we’ve seen many successful products come out of the annual Consumer Electronics Show (CES)—think the Commodore 64 in 1982 or Sling TV in 2015—some items may never move beyond niche appeal.
Let’s look at a few of CES 2026’s weirdest AI products and those that may remain in the prototype phase.
The products: Some innovations could come across as uncanny, have unclear value pitches, or may not have a realistic price point for mass consumer adoption.
Past failures were often overly complicated or unconvincing in their promise to improve daily life, such as smart fridges few used to shop or AI-enabled cribs that raised red flags around user privacy.
Zooming out: Another trend at CES and beyond is the growing tendency to label products as “AI-powered,” when machine learning is doing the heavy lifting. AI has become a catch-all buzzword, and its use hints at how marketing ambitions could outpace clear consumer benefits.
What it means for the industry: For many of these products, the challenge won’t be technical feasibility, but rather proving a compelling value proposition that justifies price points covering the costs of compute and development. CES contenders without clear, everyday use cases could struggle to break through as the AI novelty wears off.
Other CES coverage:
Credit: Lepro
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