For Developers/Models/GPT-5.6-Cyber
Closed SourcePreviewOpenAIReleased 2026-08

GPT-5.6-Cyber

Purpose-trained model for advanced cybersecurity research and vulnerability testing

Context window

1.05M

Input / 1M tokens

$12.50

Output / 1M tokens

$75.00

Provider

OpenAI

Data verified 2026-08-11

GPT-5.6-Cyber is a specialized variant of GPT-5.6 Sol trained with reduced safeguards to excel at cybersecurity tasks including vulnerability research, exploit chain development, authentication bypass, and privilege escalation. Built on the GPT-5.6 foundation, it completed 95% of advanced cybersecurity requests in testing, significantly outperforming GPT-5.6 Sol (1.5%) and earlier GPT-5.5-Cyber (57.3%).

Capability index

Relative estimates (0-100) to place this model against its peers, grounded in published benchmarks.

Coding
9
Reasoning
8
Math
7
Multimodal
0
Long context
9
Speed
6
Cost efficiency
3

How to access it

Exclusive access through OpenAI's Daybreak Red program for approved defensive cybersecurity partners. Applicants must verify lawful, defensive, authorized work and undergo vetting through Daybreak Access.

Strengths

  • 95% completion rate on advanced cybersecurity tasks
  • Enhanced capability for exploit chain development and validation
  • Ability to identify zero-day vulnerabilities in real-world software (Chrome V8, operating systems)
  • Superior performance on ExploitGym benchmarks vs. prior versions

Best for developers who...

Vulnerability research and exploitation testingPenetration testing and red-team exercisesExploit validation on authorized systemsAdvanced security testing with proper authorization

When to choose it (and when not to)

Reach for GPT-5.6-Cyber when...

  • Organizations need advanced cybersecurity capabilities with reduced refusals
  • Conducting authorized vulnerability research on owned or permitted systems
  • Testing complex multi-step attack scenarios

Look elsewhere if...

  • General-purpose tasks (use GPT-5.6 Sol)
  • Exploratory security work without authorization (use Daybreak Blue tier)
  • If not accepted into OpenAI's restricted Daybreak Red program

How to use it

  • Clearly specify the scope and authorization for security testing
  • Include details of target systems and objectives for best results
  • Use structured prompts for exploit chain development

Quickstart

Python
from openai import OpenAI
client = OpenAI(api_key='your-daybreak-red-key')
response = client.chat.completions.create(
  model='gpt-5.6-cyber',
  messages=[{'role': 'user', 'content': 'Describe vulnerability assessment approach for authorized testing'}]
)
print(response.choices[0].message.content)

Requires Daybreak Red access; standard OpenAI API patterns apply but with cyber-specific permissions

API model id: gpt-5.6-cyber

Benchmarks

BenchmarkScoreNotes
Advanced Cybersecurity Task Completion95%Completion rate on complex requests including exploit chains, authentication bypass, privilege escalation
ExploitGym95%Outperforms GPT-5.6 Sol and GPT-5.5-Cyber on turning known vulnerabilities into working exploits
OpenAI Preparedness Framework - Cybersecurity CapabilityHighAssessed as High for cybersecurity capability but below Critical threshold

Source: OpenAI Official Announcement & System Card

Compare GPT-5.6-Cyber

Compare GPT-5.6-Cyber with any other model

Build a comparison →
All model comparisons →

Learn the concepts