Google went too far with Gemini: a story of user AI fatigue

Google is embedding Gemini into every corner of its app ecosystem. After Google I/O 2026, a small star icon appears in Gmail, Google Docs, Google Drive, Workspace, and other services. The scale of integration is unusual: it's not just AI access, it's aggressive embedding everywhere. And users are starting to notice—mainly to get annoyed.

Where Gemini Hides

At first glance, integrating an AI assistant into applications you already use makes sense. Why open Gemini separately if you can call it from Gmail or Docs? The theory sounds good. But practice shows otherwise.

The sparkle icon flickers in every Google application. You write a letter—the assistant offers to help. You open a document—there's that star again. You browse files in Drive—Gemini is right there. The calculator on the taskbar now also has AI. At first, this seemed like a pleasant addition, like a bonus. But after a few weeks, it becomes an endless background you want to close your eyes to.

Copilot Goes Through It Again

If you've used Windows 11, you already know what this looks like. Microsoft did the exact same thing: embedded Copilot everywhere possible. On the taskbar, in the start menu, in context menus, in the calculator, in the "Settings" menu. The result was predictable: users were outraged. "AI-fatigue"—that's what they called the phenomenon when a company tries to insert AI into every corner of an operating system, and users respond by switching to "complete ignore mode." People simply stop seeing Copilot buttons because they're everywhere, and this turns off attention.

Google clearly looked at Microsoft's success and thought: "Great idea, let's do the same, but with Gemini and in the cloud." Only the success in this case can be understood in two ways.

Why Users Are Already Upset

The problem isn't Gemini as an AI tool. The problem is the strategy of forcing it on users:

• Constant presence in the interface—the star is everywhere, even when it's not needed
• No easy way to hide the integration—no simple "hide from view" for those who don't want to see it
• The feeling that this is advertising—when a feature is embedded everywhere, it's perceived not as help, but as marketing
• An extra click every time—even if you don't want AI help, you see the icon and instinctively want not to click it
• The "novelty irritation effect"—a new thing attracts attention, but that attention quickly turns to irritation

What It Means

Google found itself in the trap that already caught Microsoft. When a feature is so ubiquitous that it starts to be noticed not as innovation, but as annoyance, the company's reputation can suffer. Ironically, Gemini is actually a useful tool. But its usefulness blurs when they try to insert it everywhere. Microsoft's history showed that users prefer to choose when they need AI help and when they don't. Google should take this into account—otherwise, Gemini risks becoming a symbol of AI-fatigue instead of a symbol of innovation.