Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party or user-defined functions are available. This specialized …
Model details →Google: Gemini 3.1 Pro Preview Custom Tools vs hexgrad/Kokoro-82M
Google: Gemini 3.1 Pro Preview Custom Tools 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 Custom Tools | hexgrad/Kokoro-82M | 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 Custom Tools |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $2.00 | Custom | 🏆 Google: Gemini 3.1 Pro Preview Custom Tools |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $12.00 | Custom | 🏆 Google: Gemini 3.1 Pro Preview Custom Tools |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | — | 🏆 Google: Gemini 3.1 Pro Preview Custom Tools |
| Vision input Accepts image inputs alongside text. | Yes | — | 🏆 Google: Gemini 3.1 Pro Preview Custom Tools |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | Yes | — | 🏆 Google: Gemini 3.1 Pro Preview Custom Tools |
Frequently asked questions
Is Google: Gemini 3.1 Pro Preview Custom Tools better than hexgrad/Kokoro-82M?
Google: Gemini 3.1 Pro Preview Custom Tools 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 Custom Tools and hexgrad/Kokoro-82M?
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 Custom Tools and hexgrad/Kokoro-82M support?
Google: Gemini 3.1 Pro Preview Custom Tools supports up to 1.0M tokens. hexgrad/Kokoro-82M supports up to Unknown tokens.
Do both Google: Gemini 3.1 Pro Preview Custom Tools and hexgrad/Kokoro-82M support tool calling?
Google: Gemini 3.1 Pro Preview Custom Tools: yes. hexgrad/Kokoro-82M: not advertised.