Fugu Ultra vs Gemini 3.1 Pro
Side-by-side comparison of API pricing, specs, benchmarks, and capabilities
| Specification |
by Sakana AI
|
by Google
|
|---|---|---|
| Overview | ||
| Status | Current flagship | Current flagship |
| Released | Jun 22, 2026 | Feb 19, 2026 |
| Pricing per million tokens | ||
| Input | $5.00/Mtok | $2.00/Mtok |
| Output | $30.00/Mtok | $12.00/Mtok |
| Blended avg | $11.25/Mtok | $4.50/Mtok |
| Cached input | $0.500/Mtok | $0.200/Mtok |
| Specifications | ||
| Context window | 1M tokens | 2M tokens |
| Parameters | Proprietary | Proprietary |
| Speed (TPS) | — | — |
| Modalities | ||
| Input |
textimage
|
textimageaudiovideo
|
| Benchmarks sources: n/a / Vellum LLM Leaderboard | ||
| Avg benchmark score | — | 74.8 |
| Perf / dollar | — | 16.6 |
| GPQA Diamond | — | 94.3 |
| Terminal-Bench 2.1 | — | 70.3 |
| MCP Atlas | — | 69.2 |
| BrowseComp | — | 85.9 |
| OSWorld-Verified | — | 76.2 |
| Humanity's Last Exam | — | 44.4 |
| ARC-AGI 2 | — | 77.1 |
| HumanEval | — | 80.6 |
| Independent composite scores each on its own scale — not part of the average above | ||
| AA Intelligence Index | — | 47.7 |
| AA Agentic Index | — | 23 |
| AA-Omniscience Index (−100–100) | — | 31.9 |
| LMSYS Chatbot Arena | — | 1486.5 ELO |
| Providers | ||
| Available from |
Sakana AI — $5.00/$30.00/Mtok
|
Google — $2.00/$12.00/Mtok
|
Cost at scale
1M tokens · 50/50 input/output| Volume | Fugu Ultra | Gemini 3.1 Pro | Savings |
|---|---|---|---|
| 1M tokens | $11.25 | $4.5 | $6.75 (60%) |
| 10M tokens | $112.5 | $45 | $67.5 (60%) |
| 100M tokens | $1125 | $450 | $675 (60%) |
| 1000M tokens | $11250 | $4500 | $6750 (60%) |
When to pick which
distilled from the pricing and spec data above- this pairing gives Fugu Ultra no edge on price, context, cache discount, or measured performance — pick it only for qualitative fit (ecosystem, compliance, model behavior on your prompts)
- cost dominates: $4.50/Mtok blended vs $11.25 — 60% less on the same 50/50 token mix
- you need the longer context: 2M tokens vs 1M (2×)
The cheaper option here — Gemini 3.1 Pro costs $4.50/Mtok blended on Google.
Summary
Fugu Ultra by Sakana AI costs $5.00/Mtok input and $30.00/Mtok output, with a 1M-token context window. It supports text, image input.
Gemini 3.1 Pro by Google costs $2.00/Mtok input and $12.00/Mtok output, with a 2M-token context window. It supports text, image, audio, video input.
On a blended cost basis, Gemini 3.1 Pro is 60% cheaper than Fugu Ultra.It also has a larger context window.
The two aren't directly comparable on average benchmark score: Gemini 3.1 Pro has published per-benchmark results, while Fugu Ultra does not yet.
Note: Pricing is per million tokens. Actual costs vary with usage patterns, prompt caching, and batch discounts. Always verify against official provider pricing pages.