Tasks and inputs
GPT-5.6 Cyber is listed for Image-text-to-text, Text generation. It accepts text, image and produces text. Use the publisher’s input format and preprocessing for your chosen deployment.
An approval-gated OpenAI cybersecurity model for authorized vulnerability research, exploit validation and security testing.
Recorded modality support shows what this model can accept and produce. An undocumented modality is shown as unknown rather than assumed to be unsupported.
Accepts
Produces
GPT-5.6 Cyber is OpenAI’s purpose-trained cybersecurity model for authorized vulnerability research and security testing. Access requires separate approval and provisioning through the publisher’s program. A general OpenAI API account does not establish that this model is enabled.
The first-party profile lists a 400,000-token context window and a 128,000-token output maximum. It documents streaming, function calling and structured outputs, with several tools available through the Responses API. The model is an alias for the publisher’s advanced cybersecurity models, so record the returned identity and configuration when reproducing an evaluation.
The starting text rates are $12.50 per million input tokens and $75 per million output tokens. Tool-specific charges and current program conditions need to be checked separately. A specification table does not describe a complete research-run bill.
Useful evaluation cases include triage quality, whether a finding reproduces in an authorized test environment, and the evidence needed to validate or reject it. Keep model findings separate from confirmed vulnerabilities. Measure false positives, analyst time and reproducibility alongside any task score.
The model’s intended role and gated access make it a specialized comparison candidate. For ordinary coding or document tasks, compare the general model families instead. This profile summarizes the publisher’s documented interface and access conditions; it is not an independent security evaluation.
Compare the model on the work you need to complete.
GPT-5.6 Cyber is listed for Image-text-to-text, Text generation. It accepts text, image and produces text. Use the publisher’s input format and preprocessing for your chosen deployment.
Documented limits: 400K context and 128K maximum output. The listed route charges $12.50 input and $75.00 output per million tokens. Measure a completed task using the prompts, documents and tools your application will use. Include reasoning and retries in the result.
Use the model identifier and account requirements for the selected API route. Confirm its request limits and output format with one complete task before connecting a larger workflow.
These records share a directory category. Check the source card, output type and deployment requirements before treating a model as a replacement.
Anthropic
Claude’s small model for high-volume extraction, classification and routing, with adaptive thinking and a 1M-token context window.
Mistral AI
Mistral Large 4 is an open-weight multimodal model released in public preview on the publisher’s announced release, for general reasoning, coding and agent applications.
OpenAI
GPT-6.1 Sol is OpenAI's updated Sol model for coding and professional tasks. It accepts text and images and returns text.
inclusionAI
Ling 3.1 Flash is inclusionAI’s hybrid reasoning model for coding and tool agents, available through a hosted AI Gateway route.
Anthropic
Claude Sonnet 5.5 is an Anthropic language model that accepts text and images and returns text.
MiniMax
MiniMax M3.1 Flash Preview is a multimodal reasoning model for code and agent workflows, accessed through eligible MiniMax plans and tools.