Google overdid it with Gemini: a story of user AI fatigue

Google keeps embedding Gemini into new corners of its app ecosystem. Since Google I/O 2026, a small sparkle icon has appeared in Gmail, Google Docs, Google Drive, Workspace, and other services. The scale of the integration is unusual: Google isn't simply offering access to AI, it's aggressively wiring it into everything. And users are starting to notice, mostly to be annoyed.

Where Gemini hides

At first glance, building an AI assistant into the apps you already use makes sense. Why open Gemini separately when you can call it up from Gmail or Docs? The theory sounds good. In practice, things look different.

The sparkle icon blinks in every Google app. Start writing an email, and the assistant offers to help. Open a document, and there's that sparkle again. Browse files in Drive, and Gemini is right there. Even the calculator on the taskbar now comes with AI. Early on, it felt like a nice extra, a kind of bonus. But after a few weeks, it fades into endless background noise you just want to tune out.

Copilot all over again

If you've used Windows 11, you already know what this looks like. Microsoft did exactly the same thing: it put Copilot everywhere it could. In the taskbar, the Start menu, context menus, the calculator, the Settings menu.

The result was predictable: users revolted. "AI fatigue" became the name for what happens when a company tries to cram AI into every corner of an operating system, and users respond by switching into "total ignore" mode. People simply stop seeing the Copilot buttons because they're everywhere, and their attention shuts off.

Google apparently looked at Microsoft's success and thought: "Great idea, let's do the same, but with Gemini and in the cloud." The catch is that "success" here cuts both ways.

Why are users already unhappy?

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

• Constant presence in the interface — the sparkle is everywhere, even when it isn't needed
• No easy way to hide the integration — there's no simple "hide from view" option for people who don't want to see it
• It feels like advertising — when a feature is built in everywhere, it reads as marketing rather than help
• An extra click every time — even if you don't want AI help, you see the icon and instinctively try not to click it
• The "novelty irritation" effect — something new grabs attention, but that attention quickly turns into annoyance

What it means

Google has fallen into the same trap that already caught Microsoft. When a feature becomes so ubiquitous that people perceive it not as innovation but as a nuisance, the company's reputation can take a hit.

The irony is that Gemini actually is a useful tool. But its usefulness gets diluted when Google tries to put it everywhere. Microsoft's experience showed that users prefer to choose when they want AI help and when they don't. Google needs to take that into account — otherwise Gemini risks becoming a symbol of AI fatigue instead of a symbol of innovation.