Model comparison

Gemini 3.1 Pro Preview vs Muse Spark 1.3 Contributor

Pricing, context window and real answers (September 2026)

Gemini 3.1 Pro Preview (Google) and Muse Spark 1.3 Contributor (Meta), compared as you can actually call them on FastMetal. Both are served from the same OpenAI-compatible endpoint and API key; switching is a change to the model string.

Specs and pricing

google logoGemini 3.1 Pro Previewmeta logoMuse Spark 1.3 Contributor
ProviderGoogleMeta
Input (per 1M tokens)¥357.4¥17.59
Output (per 1M tokens)¥2,144.4¥35.18
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥1,430¥35
Context window1,048,576 tokens1,048,576 tokens
Release date2/19/20269/2/2026
Input modalitiesaudio, file, image, text, videotext, image, video, file, audio
Throughput (p50)
Arena · overall#15 · ELO 1,487Unranked
Arena · Japanese#9 · ELO 1,494Unranked
Arena · coding#28 · ELO 1,520Unranked

Prices are FastMetal's yen rates before tax. Arena ranks are as of the latest leaderboard scrape.

Which should you pick?

  • On price, Muse Spark 1.3 Contributor: ¥35.18 per 1M output tokens, 98% less than Gemini 3.1 Pro Preview.
  • If in doubt, try both on the same key. Switching is a change to the model string, and each is billed at its own rate.

Frequently asked questions

Which is cheaper, Gemini 3.1 Pro Preview or Muse Spark 1.3 Contributor?
Per 1M output tokens, Gemini 3.1 Pro Preview is ¥2,144.4 and Muse Spark 1.3 Contributor is ¥35.18 on FastMetal (yen, before tax), so Muse Spark 1.3 Contributor is cheaper.
How do the context windows of Gemini 3.1 Pro Preview and Muse Spark 1.3 Contributor compare?
Gemini 3.1 Pro Preview takes 1,048,576 tokens; Muse Spark 1.3 Contributor takes 1,048,576.
Can I use Gemini 3.1 Pro Preview and Muse Spark 1.3 Contributor with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "gemini-3.1-pro-preview" or "muse-spark-1.3-contributor" as the model. Each is billed at its own rate from the same prepaid balance.

Try both on one API key

Create an account and add credit to call Gemini 3.1 Pro Preview and Muse Spark 1.3 Contributor from the browser chat and the API. No monthly fee.

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