OpenAI
Among the four models compared, GPT-5.4 is the slowest and most expensive. Accuracy vs estimated cost for GPT-5.4 models and GPT-5 mini. The ...
Model details
GPT-5 Mini carries the lightweight reasoning inheritance of its lineage while introducing architectural refinements that distinguish it from earlier compact models. Built on a dense transformer foundation with 100B parameters, this model leverages sparse attention mechanisms to concentrate computational resources on the most relevant tokens, reducing the overhead typically associated with large-scale language processing. Its multi-stage routing protocols enable dynamic adjustment of internal reasoning effort based on query complexity, letting the system scale effort up or down without external scaffolding. Native multimodal support allows seamless processing of both text and image inputs, so workflows like document analysis, visual question answering, and code generation flow through a single unified architecture without auxiliary vision components.
The model's origin traces back through OpenAI's compact reasoning family, positioning it as a direct successor to the o4-mini series while inheriting the instruction-following and safety-tuning advances of the broader GPT-5 family. Its optimized design targets lighter-weight reasoning tasks where full-scale GPT-5 would carry unnecessary latency and cost overhead. The practicalresult is a model that retains sophisticated reasoning capabilities while remaining accessible for high-volume production scenarios. GPT-5 Mini is embedded across GitHub Copilot's ecosystem—available in the chat interface on GitHub.com, VS Code, Visual Studio, JetBrains IDEs, Xcode, and GitHub Mobile—making it a functional working tool for developers across diverse coding environments rather than just a benchmark performer.
Transparent token rates
Rates are shown per one million tokens. Combined means one million input plus one million output tokens.
OpenAI
Among the four models compared, GPT-5.4 is the slowest and most expensive. Accuracy vs estimated cost for GPT-5.4 models and GPT-5 mini. The ...
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