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Gemini 3.7 Flash vs Fugu Max

Detailed technical comparison between Gemini 3.7 Flash (Google) and Fugu Max (Sakana AI). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

⚡ Executive Summary & Verdict

Comparison Snapshot

Gemini 3.7 Flash: 0 WinsvsFugu Max: 6 Wins
Context Leader

Gemini 3.7 Flash

1,048,576 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Gemini 3.7 Flash

$0.75 / MTok
Googleactive

Gemini 3.7 Flash

Gemini 3.7 Flash is an advanced artificial intelligence model engineered by Google. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, Gemini 3.7 Flash represents a key architectural iteration in the Google model family. First released in 2026-08-13, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,048,576 tokens (approximately 1,398 words), Gemini 3.7 Flash processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View Gemini 3.7 Flash Full Specs →
Sakana AIactive

Fugu Max

Fugu Max is an advanced artificial intelligence model engineered by Sakana AI. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, Fugu Max represents a key architectural iteration in the Sakana AI model family. First released in 2026-09-11, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,000,000 tokens (approximately 1,333 words), Fugu Max processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View Fugu Max Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationGemini 3.7 FlashFugu Max
ProviderGoogleSakana AI
Context Window1,048,576 tokens🏆1,000,000 tokens
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apimanaged api
Production StabilityBeta Access (est.)Beta Access (est.)
API AvailableYesYes
Released Date2026-08-132026-09-11

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.7 Flash

$0.75

Fugu Max

$2.00

Output Price per Million Tokens

Gemini 3.7 Flash

$3.75

Fugu Max

$6.00

💡 Cost Ratio: Gemini 3.7 Flash is 2.7x cheaper per input token than Fugu Max.

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0–100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
73.8%vs87.8%+14.0% Fugu Max
Gemini 3.7 Flash
Fugu Max 🏆
HumanEvalPython coding & logic synthesis
70.0%vs87.0%+17.0% Fugu Max
Gemini 3.7 Flash
Fugu Max 🏆
MATHComplex mathematical problem solving
43.2%vs68.2%+25.0% Fugu Max
Gemini 3.7 Flash
Fugu Max 🏆
GPQAGraduate-level expert reasoning
30.6%vs49.6%+19.0% Fugu Max
Gemini 3.7 Flash
Fugu Max 🏆
HellaSwagCommonsense reasoning and inference
77.8%vs85.4%+7.6% Fugu Max
Gemini 3.7 Flash
Fugu Max 🏆
MT-BenchMulti-turn conversation flow quality
8.0%vs9.1%+1.1% Fugu Max
Gemini 3.7 Flash
Fugu Max 🏆

Gemini 3.7 Flash Quirks & Gotchas

No developer gotchas reported.

Fugu Max Quirks & Gotchas

No developer gotchas reported.

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