Google Chrome 'silently' downloads 4GB AI model to your device without permission, report claims — researcher says practice may violate EU law, waste thousands of kilowatts of energy

Chrome
(Image credit: Getty / NurPhoto)

Security researcher Alexander Hanff, also known as "That Privacy Guy," has published a new analysis claiming that Google Chrome is silently downloading a roughly 4GB on-device AI model to users' machines without notice or consent. According to Hanff, the behavior mirrors a separate issue he recently identified involving Anthropic's desktop software, and together the two cases point to a broader pattern of how large tech companies deploy AI features.

Hanff's earlier report focused on Anthropic's Claude Desktop app, which he says quietly installed a browser integration bridge across multiple Chromium-based browsers on a system, including five browsers he did not even have installed. According to the researcher, this happened without any user prompt or meaningful disclosure, and the integration would reinstall itself if removed. He argues that this kind of silent modification of a user's environment violates both user expectations and, in his view, European privacy law.

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Environmental cost of Gemini Nano deployment in Chrome

Devices receiving the push

Total bytes pushed

Total energy

Total CO2e

100 million (~3% of Chrome users)

400 petabytes

24 GWh

6,000 tons CO2e

500 million (~15% of Chrome users)

2 exabytes

120 GWh

30,000 tons CO2e

1 billion (~30% of Chrome users)

4 exabytes

240 GWh

60,000 tons CO2e

(Data above calculated by Alexander Hanff)

A key focus of Hanff's post is the environmental cost of silently distributing a 4GB AI model, where he highlights the perils of distributing a file of this size on a global scale. If deployed across hundreds of millions or billions of devices, Hanff estimates the total emissions impact of simply distributing the file (not even using it) could reach tens of thousands of tons of CO2 equivalent, an amount similar to the annual output of tens of thousands of cars. That estimate depends heavily on possibly dubious assumptions about scale and energy mix, but his broader point, that pushing large binaries to user devices is not free and the cost is externalized, is completely valid regardless of the math.

For many users, the more immediate concern is bandwidth. A 4GB download is trivial on an unlimited fiber connection, but that is very much not the global norm, nor is it common even in the United States. For users whose data is capped, metered, or expensive, including most of the developing world, silently transferring gigabytes of data can have real financial consequences. Even in developed markets, users on mobile hotspots or rural connections may feel the impact acutely. Hanff argues that downloading files of this size without clear notice or consent crosses a very clearly demarcated line, regardless of the feature being delivered.

Taken together, the two cases reinforce a familiar criticism of large technology platforms. According to Hanff, both Anthropic and Google acted first and left users to discover the consequences later. Whether it is silently registering deep system integrations (in the case of Claude Desktop) or downloading multi-gigabyte AI models in the background, the pattern is the same: the user's device is being treated as a deployment target rather than something the user actively controls. That framing may sound harsh, but it aligns with long-standing complaints about "dark patterns" in software design. Features that benefit the platform at the user's cost are enabled by default, buried behind obscure settings, or implemented in ways that make them difficult to remove. Hanff's reporting suggests that the shift toward on-device AI is not changing that dynamic, and in fact may be accelerating it.

Google has not publicly responded in detail to Hanff's findings at the time of writing, and the company may argue that these downloads are tied to legitimate product features and improve privacy by keeping AI processing local. Even so, the core question remains unresolved. If a browser is going to download gigabytes of data onto a user's machine, should that require an explicit opt-in? Hanff's answer is clearly yes. Whether regulators or users ultimately agree may determine how far companies can push this kind of behavior in the future.

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Zak Killian
Contributor

Zak is a freelance contributor to Tom's Hardware with decades of PC benchmarking experience who has also written for HotHardware and The Tech Report. A modern-day Renaissance man, he may not be an expert on anything, but he knows just a little about nearly everything.

  • usertests
    Oh no we can't even download a 4 gig file without releasing tonnes of CO2!

    I've been wondering when browsers would start packing small LLMs for standards-based local generative AI inference in the browser. Preferably with no external libraries required. Which I would immediately try using in a local web application.

    Is this Gemini Nano-2 (3.25B)? I think they should have started with Gemini Nano X
    XXS or something sub-1B instead and offered an option to replace it with a larger model.

    Installer vs. Installed App: The downloaded installer binary is typically between 54 MB and 80 MB depending on the operating system (Windows, Mac, Linux, etc.), while the actual installed application folder usually occupies 200–500 MB on disk.

    Variable User Data: The total disk space Chrome uses on a user's hard drive can vary significantly, often ranging from 6 GB to 22 GB, due to the accumulation of cached data, browsing history, extensions, and recently added on-device AI models (such as the ~4 GB weights.bin file for Gemini Nano).
    Reply
  • Freddy D
    Could care less about carbon release. After all, that is plant food and contributed to continued global greening, a fact that climate nutjobs will dance around ..

    But many people have monthly limits on Internet still

    Another reason to leave the Google ecosystem
    Reply
  • bill001g
    Too bad for chrome I have stopped the auto updater tasks. Now it complains and wants me to reinstall....not that silly. I will no longer update chrome until it no longer works and I pretty much only use chrome when other browsers are having strange issues. It constantly was breaking adblockers and other things.
    Reply
  • rluker5
    Chrome used to come as an unwanted addon on "free" software downloads back in the day. This doesn't surprise me at all.

    What Anthropic is doing sounds worse.
    Who knows how much data mining they are doing.
    Reply
  • DataPotato
    Can we get a math check on the GWh per exabyte?

    The table says "2 exabytes 120 GWh 30,000 tons CO2e". If 2 exabytes is 2,000,000,000,000,000,000 bytes, and 120 GWh is 120,000,000 KWh, then dividing that out gives 16.6 GB per KWh. That cannot be right; it cannot possibly take 2 KWh to download a random 30 gig steam game.

    My home router, in 1 hour (using maybe 50 watts, so 0.05 KWh) could transfer at gigabit (~100 megs/sec), yielding 360 gigs/hour. Or, 7,200 gigs/KWh.

    Are there 450 routers between my computer and Chrome's servers? Not likely.
    Reply
  • Dr3ams
    I use Chrome and Gemini all the time, so I could care less.
    Reply
  • sftwn
    Freddy D said:
    Could care less about carbon release. After all, that is plant food and contributed to continued global greening, a fact that climate nutjobs will dance around ..
    I agree with your overall message: The CO2 aspect is overblown. I also roll my eyes at the data center water claims. People bring these up about things they don't like and ignore it on background stuff like wasteful crops that destroy soil and have heavy water needs. The hypocrisy is not lost on me at all.

    However, while it's true that CO2 helps some plants grow, that's like saying flooding is fine because water is good for you. It's a fun-sounding gotcha that doesn't hold up past the first question.
    Reply
  • Roland Of Gilead
    Freddy D said:
    Could care less about carbon release. After all, that is plant food and contributed to continued global greening, a fact that climate nutjobs will dance around ..
    Well, that might be true if there weren't a football field size of Amazon forests being chopped every 10 minutes. Global greening does not offset the rising climate change, and ecological losses which have already occurred.
    Reply
  • CaptRiker
    is this just for "chrome" or is it happening to all chromium browsers, ie like Brave?
    Reply
  • DS426
    bill001g said:
    Too bad for chrome I have stopped the auto updater tasks. Now it complains and wants me to reinstall....not that silly. I will no longer update chrome until it no longer works and I pretty much only use chrome when other browsers are having strange issues. It constantly was breaking adblockers and other things.
    Yeah, speaking of which: Firefox is supporting manifest v2 extensions indefinitely, so uBlock Origin and other ad blockers continue to work properly on it.

    Ff had some rough years, but it's been pretty bright in recent times. They added (almost) full control of integrited AI features recently, and it sounds like more is coming.
    Reply