AI Models · Paid vs Paid

Gemini 3.1 Pro Preview Paid vs SASakana Namazu Paid

Gemini 3.1 Pro Preview vs Sakana Namazu compared — price per token, context window, multimodality, openness and which to choose. Full 2026 breakdown.

Prices & specs refreshed from live data · olud.ai

Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.

Gemini 3.1 Pro PreviewPaidGoogle
$2 /M input
$12 /M outputManaged API (no infra to run)
TypeProprietary
Context window1M tokens
MultimodalYes
Self-hostNo
SASakana NamazuPaidSakana AI
$0.95 /M input
$4 /M outputManaged API (no infra to run)
TypeProprietary
Context window262K tokens
MultimodalYes
Self-hostNo
Choose Sakana Namazu for the lower output price ($4/M vs $12/M). Choose Gemini 3.1 Pro Preview if you need the larger 1M context window.

Gemini 3.1 Pro Preview vs Sakana Namazu specs

SpecGemini 3.1 Pro PreviewSakana NamazuWinner
MakerGoogleSakana AI
TypeProprietaryProprietary
Context window1M tokens262K tokensGemini 3.1 Pro Preview
Input price$2/M$0.95/MSASakana Namazu
Output price$12/M$4/MSASakana Namazu
Vision / multimodalYesYes= Tie
Tool / function callingYesYes= Tie
Self-hostableNo (API only)No (API only)
LicenseProprietaryProprietary

Price gap & when to choose each

3.0×cheaper per output token

Sakana Namazu is ~3.0× cheaper than Gemini 3.1 Pro Preview on output tokens ($4 vs $12 per M tokens).

Choose Gemini 3.1 Pro Preview if…
  • You want frontier performance through a managed API
  • You need the longer 1M context window
  • You value reliability & ecosystem
  • You don't want to manage infrastructure
SAChoose Sakana Namazu if…
  • You want frontier performance through a managed API
  • You want the lower output price
  • You value reliability & ecosystem
  • You don't want to manage infrastructure

Feature comparison

CapabilityGemini 3.1 Pro PreviewSakana Namazu
Open weights (downloadable)
Self-hostable
Runs fully offline
Vision / multimodal
Tool / function calling
1M+ context window

Benchmarks: Gemini 3.1 Pro Preview vs Sakana Namazu

Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).

Gemini 3.1 Pro Preview
Sakana Namazu
Intelligence index
30.4
Coding index
68.8
GPQA
94.1%
Humanity's Last Exam
47%
Long Context Reasoning
82%
SciCode
58.7%
IFBench
77.1%
τ²-Bench
95.6%
τ-Bench Banking
21.4%
Terminal-Bench
73.8%
Terminal-Bench Hard
53.8%
Speed
125.2 tok/s
Latency
24.48s
Intelligence per $
6.8

Benchmark data by Artificial Analysis.

How Gemini 3.1 Pro Preview and Sakana Namazu score

🤝 Neck and neck on these criteria (3.2 vs 3.1 / 5).
CriterionGemini 3.1 Pro PreviewSakana Namazu
Cost-efficiency3.54.0
Context window5.04.0
Openness1.51.5
Self-hosting1.01.0
Multimodality5.05.0

Scores come from live data — output price (cost), context length, open vs closed weights (openness & self-hosting) and vision/tool support (multimodality). Raw task quality isn't scored here; it depends on your benchmark — see the verdict.

What each model is

Gemini 3.1 Pro Preview Paid

Google · Proprietary

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.

Sakana Namazu Paid

Sakana AI · Proprietary

Sakana Namazu is a Japanese-specialized reasoning model from Sakana AI, based on Kimi K2.6 with additional training for Japanese language and business contexts. It is suited for Japanese instruction following,...

Other models in these families

These variants are tracked but not compared here — one page per family keeps the comparison readable.

Other variants tracked
Gemini 3.1 Pro Preview (batch)Gemini 2.5 ProGemini 2.5 Pro (batch)Gemini 2.5 Pro Preview 05-06Gemini 3.1 Pro Preview Custom ToolsNano Banana Pro (Gemini 3 Pro Image Preview)

Frequently asked questions

Gemini 3.1 Pro Preview vs Sakana Namazu — which is cheaper?

Sakana Namazu is cheaper on output ($4/M vs $12/M).

Which has the larger context window?

Gemini 3.1 Pro Preview offers the larger context window (1M tokens).

Gemini 3.1 Pro Preview vs Sakana Namazu — which should I pick in 2026?

Choose Sakana Namazu for the lower output price ($4/M vs $12/M). Choose Gemini 3.1 Pro Preview if you need the larger 1M context window.

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