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 (batch) vs Meta: Muse Spark 1.2
Google: Gemini 3.1 Pro Preview (batch) and Meta: Muse Spark 1.2 are evenly matched on 6 axes — pick the one whose provider, latency, or licensing fits your stack.
Muse Spark 1.2 is a reasoning model from Meta, designed for complex agentic tasks. It accepts text, images, video, audio, and PDF documents, returns text, and offers a 1M-token context...
Model details →Side-by-side comparison
| Capability | Google: Gemini 3.1 Pro Preview (batch) | Meta: Muse Spark 1.2 | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 1.0M | 1.0M | Tie |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $1.00 | $1.25 | 🏆 Google: Gemini 3.1 Pro Preview (batch) |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $6.00 | $4.25 | 🏆 Meta: Muse Spark 1.2 |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | Yes | Tie |
| Vision input Accepts image inputs alongside text. | Yes | Yes | Tie |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | Yes | Yes | Tie |
Frequently asked questions
Is Google: Gemini 3.1 Pro Preview (batch) better than Meta: Muse Spark 1.2?
Google: Gemini 3.1 Pro Preview (batch) and Meta: Muse Spark 1.2 are evenly matched on 6 axes — pick the one whose provider, latency, or licensing fits your stack.
What's the price difference between Google: Gemini 3.1 Pro Preview (batch) and Meta: Muse Spark 1.2?
Input: $1.00 vs $1.25 per 1M tokens. Output: $6.00 vs $4.25 per 1M tokens.
What context windows do Google: Gemini 3.1 Pro Preview (batch) and Meta: Muse Spark 1.2 support?
Google: Gemini 3.1 Pro Preview (batch) supports up to 1.0M tokens. Meta: Muse Spark 1.2 supports up to 1.0M tokens.
Do both Google: Gemini 3.1 Pro Preview (batch) and Meta: Muse Spark 1.2 support tool calling?
Google: Gemini 3.1 Pro Preview (batch): yes. Meta: Muse Spark 1.2: yes.
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