# Google 'Frozen v2' — custom Gemini-only chip promised 6–10× more efficient

> Google is reportedly baking parts of Gemini's architecture directly into a custom server chip, targeting 6–10x more tokens per watt.

- Org: Google
- Date: 2026-07-20
- Category: rumor, ecosystem
- Source: https://techcrunch.com/2026/07/20/google-is-working-on-a-new-ai-chip-designed-to-make-gemini-more-efficient/
- Canonical page: https://ai-tldr.dev/releases/google-frozen-v2-gemini-chip-rumor/

## In short

The Information reports Google is building 'Frozen v2', a server chip that hard-codes parts of Gemini's model structure into silicon for 6–10x more tokens per watt than current TPUs. Deployment targeted for 2028.

## What it is

Frozen v2 is a Google server chip that would embed parts of the Gemini model's structure directly into the silicon, per a July 20 report from The Information relayed by TechCrunch and CNBC. Unlike Google's general-purpose TPUs, which run any model, Frozen v2 would be built to serve Gemini and only Gemini — trading flexibility for a much shorter compute path per token.

## How it works

The idea, per The Information's sources, is that hard-wiring Gemini's layers into hardware removes many programmable steps a TPU would otherwise perform, cutting energy per generated token. The chip is described as an internal Google project targeting 6–10x better tokens-per-watt than current TPUs. Google declined to confirm the specifics but said its teams are 'constantly researching and experimenting' with new performance and efficiency work.

## Why it matters

If Frozen v2 hits its efficiency target, Google could serve Gemini traffic at a fraction of today's power cost — easing an internal compute crunch that reportedly forced Google Cloud to turn away outside business and pushed it into a roughly $1B/month SpaceX capacity deal. It also deepens the hyperscaler drift away from Nvidia GPUs. Alphabet's stock closed up ~3% on the report.

## Who it's for

AI infra watchers, TPU/Nvidia analysts, Google Cloud customers

## Try it

Nothing to try — internal, 2028 deployment

## Links

- [TechCrunch report](https://techcrunch.com/2026/07/20/google-is-working-on-a-new-ai-chip-designed-to-make-gemini-more-efficient/)
- [CNBC — Alphabet stock](https://www.cnbc.com/2026/07/20/alphabet-googl-stock-ai-chip-report.html)
- [The Decoder recap](https://the-decoder.com/googles-frozen-v2-chip-reportedly-bakes-geminis-architecture-directly-into-silicon-for-efficiency-gains/)
- [The Next Web](https://thenextweb.com/news/google-frozen-chip-gemini-silicon)