
Google Touts Powerful Cybersecurity Capabilities in Gemini 4 Carbon Model
Gemini 4 Carbon is a Google frontier model announced with restricted access for cyber defenders through the Fairwind Program (650+ organizations). Google reports 88.2% on SEC-bench Pro, 54.8% on ExploitGym and 71.0% on CWE-bench, ahead of GPT-6 Astra and Claude models, with no guardrails. It also cites prompt injection and cheating-resistance results, and pricing of $2/$10 per million tokens.
What it is
Gemini 4 Carbon is a Google frontier model announced on Wednesday, with cyber defense as its stated focus. Google says it leads rivals on vulnerability discovery, exploitation and patching. It follows Gemini 4 Argon, launched two weeks earlier. Some Fairwind partners already have exclusive access to Argon's cyber defense capabilities.
Results Google reports
- SEC-bench Pro (finding flaws in real-world software): 88.2%.
- ExploitGym (exploitation): 54.8%.
- Collinear's CWE-bench (patching): 71.0%.
- Google says these results top OpenAI's GPT-6 Astra, Anthropic's Claude Opus 5.5 and Claude Fable 5.1, in Google's own comparison.
- Against Argon, Carbon is more than twice as successful at writing secure code, by Google's internal benchmarks.
- Google's Chrome team found Carbon's patches beat a large rival frontier model by more than 10 times on patch quality.
- Wiz, which Google owns, says Carbon took the top spot on web penetration testing benchmarks.
On safety, no attack succeeded in Gray Swan's indirect prompt injection benchmark (Argon: 0.7%). On Terminal-Bench 4.0, none of Carbon's cheating attempts succeeded. Carbon made about half as many unsupported claims as Argon. Google's internal teams saw a nearly 80% drop in high-severity misalignment alerts in real coding environments.
Preconditions / Access
- Carbon is not generally available. Access opens this week to a select group of cyber defenders, then expands in stages to approved partners through the Fairwind Program.
- Fairwind covers governments, critical infrastructure operators and major technology platforms. Google says more than 650 organizations participate.
- Availability to developers, businesses and consumers through Google product surfaces depends on Google gathering feedback and iterating on guardrails. No date is given.
- Launch pricing matches Argon's introductory rates: $2 per million input tokens and $10 per million output tokens. After the introductory period the price rises to $4 and $20. The page does not say when that period ends.
Caveats
- The benchmark results come from Google's own comparison and were obtained with no guardrails in place. They may not match what a guarded release does.
- The Chrome and Argon comparisons are internal. The Wiz result comes from a Google-owned company.
- Google frames exploitation as a defensive step: defenders use models to check which vulnerabilities are exploitable and so decide what to fix first.
- Google says it is involved in the US government's voluntary pre-release model testing effort. The page gives no results from that testing.
Technologies named here
Techniques named here
- AI-assisted vulnerability discovery in real-world software
- AI-generated vulnerability patching
- Secure code writing
- Web penetration testing with AI models
- Indirect prompt injection resistance testing
- Indirect prompt injection
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