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GPT-6 Cyber

OpenAI's cyber-specialized version of GPT-6 Astra, released November 5, 2026 to approved Daybreak Red customers for vulnerability discovery, exploit development and web pentesting.

IN SHORT

What is GPT-6 Cyber?

GPT-6 Cyber is OpenAI's cybersecurity model of the GPT-6 generation, released on November 5, 2026. It has a 1.05M-token context window and costs $20.00 per million input tokens and $100.00 per million output tokens. You can use it through OpenAI API (Daybreak Red approval required).

Older version
GPT-5.6-Cyber · 10 August 2026
Where to use it
OpenAI API (Daybreak Red approval required)
Updated Checked against 2 sourcesMarkdown version ↗
Cite this pageAI/TLDR, "GPT-6 Cyber: specs, pricing and benchmarks", https://ai-tldr.dev/models/gpt-6-cyber/ (updated 5 November 2026)
// FACTSas of 5 November 2026
Context window1.05Mmax output 128K[1]
Input price$20.00 / 1M tokens[2]
Output price$100.00 / 1M tokens[2]
LicenceProprietary · API only[1]
Released5 November 2026[1]
ParametersUndisclosed[1]
  1. [1] deploymentsafety.openai.com GPT-6 Cyber System Card (OpenAI Deployment Safety Hub)
  2. [2] developers.openai.com GPT-6-Cyber model reference — context, pricing, endpoints (OpenAI API docs)
GPT CyberAPI onlyLimited release to approved Daybreak Red customers through the API and Codex, widening to all Daybreak Red customers over the following weeks
Released
5 Nov 2026
Context
1.05M
Parameters
Undisclosed
Input
$20.00 / 1M tokens
License
Proprietary
Coverage
2 stories

Overview

GPT-6 Cyber is OpenAI's cybersecurity model of the GPT-6 generation, released on November 5, 2026. It is a cyber-specialized variant of GPT-6 Astra for authorized security work — vulnerability discovery, exploit development and web pentesting — and OpenAI's system card describes substantially stronger cyber capability and better alignment than GPT-5.6-Cyber. On OpenAI's evaluations it completes 96% of exploit-development requests and 97% of red-teaming requests without refusing.

Access runs through Daybreak Red, OpenAI's tier for advanced, authorized security work. The model starts with a limited group of approved customers through the API and Codex, and OpenAI says it will widen to all Daybreak Red customers over the coming weeks. Organizations must use single sign-on, multi-factor authentication and API IP allowlisting; individuals go through identity and liveness checks, a professional suitability review and a legal attestation, and must use at least one physical FIDO2 security key.

Under OpenAI's Preparedness Framework, GPT-6 Cyber is rated Critical for cybersecurity (the same as GPT-6 Astra), High but not Critical for biological and chemical risk, and below High for AI self-improvement. Extra safeguards target high-risk help with industrial controls, essential services and election systems, developed with Dragos, and a conservative biological safety mode is on for every user. The API lists a 1,050,000-token context window, up to 128,000 output tokens, text and image input, and a price of $20 per million input tokens and $100 per million output tokens.

Released2026-11-05
LicenseProprietary
WeightsAPI only
ParametersUndisclosed
Context1.05M
Max output128K
ArchitectureA cyber-specialized variant of GPT-6 Astra. Post-training raises cybersecurity capability and cuts cyber refusals while training the model to stay inside the user's authorized scope. Served through the Chat Completions (v1/chat/completions) and Responses (v1/responses) endpoints, with reasoning token support.
ModalitiesText, Vision
StatusLimited release to approved Daybreak Red customers through the API and Codex, widening to all Daybreak Red customers over the following weeks

Benchmarks

GPT-6 Cyber against GPT-6 Astra on the cyber evaluations in OpenAI's November 5, 2026 system card.

BenchmarkGPT-6 CyberGPT-6 Astra
ExploitGym (intended-exploit success)48.45%42.43%
ExploitGym Hardened36.94%29.69%
ExploitBench Internal Port42%39%
SEC-Bench Pro (pass@1)87.02%85.38%
SRE-Bench (pass@1)92.84%87.98%
ExpertSWE82.95%83.24%

Comparison source ↗

This model's scores

  1. ExploitGym (intended-exploit success)48.45%
  2. ExploitGym Hardened36.94%
  3. SEC-Bench Pro (pass@1)87.02%
  4. SRE-Bench (pass@1)92.84%

Scores on a 0–100 scale (25-point gridlines); higher is better. Each benchmark links to its published source.

Pricing

Input$20.00 / 1M tokens
Output$100.00 / 1M tokens

Requires Daybreak Red access and organization approval.

Pricing source ↗

Strengths

  • Beats GPT-6 Astra on OpenAI's exploit benchmarks — 48.45% vs 42.43% on ExploitGym and 36.94% vs 29.69% on ExploitGym Hardened
  • Higher pass@1 than Astra on SEC-Bench Pro (87.02% vs 85.38%) and SRE-Bench (92.84% vs 87.98%)
  • Stays in scope: on the ExploitGym honeypot it went after the out-of-scope target in 0.07% of runs without safety instructions, against 5.51% for GPT-5.6-Cyber
  • Irregular's external tests found it solved all 11 CyScenarioBench challenges at least once, against 8 for GPT-6 Astra
  • 1.05M-token context window with 128K max output for long agentic security runs

Best for

  • Reach for it when an approved Daybreak Red team needs to investigate a vulnerability, reproduce it in an authorized test environment, or verify a fix.
  • Reach for it for long exploit-development and pentest runs in Codex, with sandboxing and Auto-Review, which OpenAI recommends for this model.
  • Use Daybreak Blue instead for most defensive work; OpenAI points most defenders there and is widening an alpha of GPT-6 Astra in that tier.
  • Keep an eye on its blocker reports: 20.29% of its blocker-reporting responses were flagged in OpenAI's tests, against 11.66% for GPT-6 Astra.

How to access

GPT Cyber — every version

The full lineage of the GPT Cyber line, newest first. Every version has its own page — click any to compare specs, benchmarks and pricing.

VersionReleasedContextLicense
GPT-6 Cybercurrent2026-11-051.05MProprietary
GPT-5.6-Cyber2026-08-10400KProprietary
GPT-5.5-Cyber2026-05-07—Proprietary

FAQ

How much does GPT-6 Cyber cost?

OpenAI's API docs list GPT-6 Cyber at $20 per million input tokens and $100 per million output tokens, up from $12.50 and $75 for GPT-5.6-Cyber. Using it needs Daybreak Red access and organization approval; it is not on the open price list for every API account.

How does GPT-6 Cyber compare with GPT-6 Astra?

In OpenAI's system card GPT-6 Cyber leads GPT-6 Astra on ExploitGym (48.45% vs 42.43%), ExploitGym Hardened (36.94% vs 29.69%), SEC-Bench Pro and SRE-Bench, and sits just behind on ExpertSWE (82.95% vs 83.24%). In Irregular's FrontierCyber test Astra solved slightly more challenges, 96 of 288 against 90.

Who can get GPT-6 Cyber?

GPT-6 Cyber is limited to approved Daybreak Red customers, starting with a small group and widening to all Daybreak Red customers over the weeks after November 5, 2026. Organizations need SSO, MFA and API IP allowlisting, and individuals must pass identity checks and use a physical FIDO2 security key.