New project announcement
I shipped skillcraft.ai - a tool that helps you find the best learning resources tailored to your goals. All you need to do is tell it what you want to learn, and I’ll find the right resources to get you there.
Up to date
Published
4 min read

Trevor I. Lasn

Building tools for developers. Currently building skillcraft.ai and blamesteve.lol

Chrome Is Beta Testing Built-In AI. Could This Kill a Lot of Startups?

The Power Play: Gemini Nano in Chrome

Google is gearing up to change the AI game in a big way, and it could spell trouble for many AI companies.

The tech giant’s latest move? Integrating their Gemini Nano AI model directly into Chrome. This isn’t just another browser update—this is a strategic play that could redefine how AI is accessed and used on the web.

Built-in AI for Chrome

When developing AI-powered features for the web, we often turn to server-side solutions, especially for handling larger models. This is particularly true for generative AI, where even the smallest models can be roughly a thousand times larger than the average web page. The challenge isn’t limited to generative AI—many AI models, ranging from tens to hundreds of megabytes, pose similar issues.

Since these models aren’t shared across websites, each site needs to download them individually when the page loads. This approach is inefficient and burdensome for both developers and users.

Google recognizes this challenge and is actively developing solutions to address it. As they state:

“While server-side AI is a great option for large models, on-device and hybrid approaches have their own compelling upsides. To make these approaches viable, we need to address model size and model delivery.”

To this end, Google is introducing web platform APIs and browser features designed to integrate AI models directly into the browser:

“That’s why we’re developing web platform APIs and browser features designed to integrate AI models, including large language models (LLMs), directly into the browser. This includes Gemini Nano, the most efficient version of the Gemini family of LLMs, designed to run locally on most modern desktop and laptop computers. With built-in AI, your website or web application can perform AI-powered tasks without needing to deploy or manage its own AI models.”

This strategic move by Google highlights its commitment to enhancing web-based AI capabilities by reducing reliance on server-side solutions and enabling powerful on-device processing.

The Reality of Gemini Nano in Chrome

Google has introduced Gemini Nano to bring AI directly to users’ devices through Chrome. The promise is that it will enable faster, more private AI-powered features without relying on massive server-side models. However, the execution leaves much to be desired.

Gemini Nano is designed to run on local devices, but its current capabilities are limited. While it’s meant to offer the convenience of on-device processing, the model’s efficiency and effectiveness have yet to prove themselves in real-world applications. This isn’t the seamless, groundbreaking technology some might expect—at least not yet.

Benefits of built-in AI

Compared to implementing AI on your own devices, built-in AI provides several key advantages:

  • Simplified deployment: The browser handles model distribution, taking into account the device’s capabilities and managing updates automatically. This frees you from the burden of downloading or updating large models over the network. You also avoid dealing with issues like storage management, memory constraints, and serving costs.
  • Optimized hardware utilization: The browser’s AI runtime is designed to leverage the full potential of available hardware—whether it’s a GPU, NPU, or even the CPU. This ensures your app achieves the best possible performance on any device.

This diagram demonstrates how a website can use task and exploratory web platform APIs to access models built into Chrome.

This diagram demonstrates how your website or app can use task and exploratory web platform APIs to access models built into Chrome.

Early Days

Chrome has started rolling out the built-in Gemini Nano, and I’ve had the opportunity to test it through the early access program. Here’s how a web developer can start using Gemini Nano with Chrome’s developer tools console—no API keys, no third-party vendors needed.

Testing Google Chrome Built-in Gemini Nano

What happens if we can start using AI directly in our browser? Is Google on the verge of catching up in the AI race? Only time will tell.


Found this article helpful? You might enjoy my free newsletter. I share dev tips and insights to help you grow your coding skills and advance your tech career.


Check out these related articles that might be useful for you. They cover similar topics and provide additional insights.

Tech
5 min read

Is Age Really a Factor in Tech?

Silicon Valley has a reputation for youth worship. The 'move fast and break things' mentality often translates to a preference for younger, supposedly more adaptable workers.

Oct 8, 2024
Read article
Tech
3 min read

Introducing courses.reviews

Cutting through the noise of thousands of online courses to find the ones actually worth your time

Jun 2, 2025
Read article
Tech
3 min read

The Credit Vacuum

Being a developer sometimes feels like being the goalkeeper in a soccer match. You make a hundred great saves, and no one bats an eye. But let one ball slip through, and suddenly you're the village idiot.

Oct 7, 2024
Read article
Tech
3 min read

Amazon's 'No Weasel Words' Rule

How Amazon's emphasis on eliminating weasel words leads to more precise, actionable communication and better decision-making

Sep 17, 2024
Read article
Tech
9 min read

Secure Your Repositories: Prevent Credential Leaks with Gitleaks

Automate security flows and ensure your team follows security best practices

Aug 6, 2024
Read article
Tech
11 min read

Google's Journey: From Search Engine to Tech Giant

Exploring the key innovations and strategies that transformed Google into a global technology leader

Oct 1, 2024
Read article
Tech
5 min read

Cloudflare's AI Content Control: Savior or Threat to the Open Web?

How Cloudflare's new AI management tools could revolutionize content creation, potentially reshaping the internet landscape for both website owners and AI companies.

Sep 24, 2024
Read article
Tech
3 min read

Introducing the Legendary Programmer Hall of Fame

Meet the innovators who laid the foundation for modern computing. Their contributions span decades, creating the tools and concepts developers use every day.

Oct 29, 2024
Read article
Tech
2 min read

courses.reviews gets a facelift + now AI-powered

Find the perfect coding course with natural + language search and smart recommendations

Aug 24, 2025
Read article

This article was originally published on https://www.trevorlasn.com/blog/google-chrome-built-in-gemini-nano. It was written by a human and polished using grammar tools for clarity.