Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation.…
Model details →Google: Gemini 3.1 Pro Preview vs argmaxinc/whisperkit-coreml
Google: Gemini 3.1 Pro Preview wins on 6 of 6 axes — pricing and capability skew in its favour for most workloads.
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Model details →Side-by-side comparison
| Capability | Google: Gemini 3.1 Pro Preview | argmaxinc/whisperkit-coreml | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 1.0M | Unknown | 🏆 Google: Gemini 3.1 Pro Preview |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $2.00 | Custom | 🏆 Google: Gemini 3.1 Pro Preview |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $12.00 | Custom | 🏆 Google: Gemini 3.1 Pro Preview |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | — | 🏆 Google: Gemini 3.1 Pro Preview |
| Vision input Accepts image inputs alongside text. | Yes | — | 🏆 Google: Gemini 3.1 Pro Preview |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | Yes | — | 🏆 Google: Gemini 3.1 Pro Preview |
Frequently asked questions
Is Google: Gemini 3.1 Pro Preview better than argmaxinc/whisperkit-coreml?
Google: Gemini 3.1 Pro Preview wins on 6 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between Google: Gemini 3.1 Pro Preview and argmaxinc/whisperkit-coreml?
Input: $2.00 vs Custom per 1M tokens. Output: $12.00 vs Custom per 1M tokens.
What context windows do Google: Gemini 3.1 Pro Preview and argmaxinc/whisperkit-coreml support?
Google: Gemini 3.1 Pro Preview supports up to 1.0M tokens. argmaxinc/whisperkit-coreml supports up to Unknown tokens.
Do both Google: Gemini 3.1 Pro Preview and argmaxinc/whisperkit-coreml support tool calling?
Google: Gemini 3.1 Pro Preview: yes. argmaxinc/whisperkit-coreml: not advertised.
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