Head-to-Head Model Comparison

Fugu Ultra vs Qwen3.7 Plus

Benchmarks, API Token Pricing, Context Window & Speed Comparison

Ditinjau oleh tim riset GetInfoUsPeninjauan terakhir: October 2026Kebijakan editorial

Ganti & Bandingkan Model Apa Saja

Select any AI models from our verified benchmark database to generate live side-by-side matrices.

Fugu UltraProfile

Qwen3.7 PlusProfile

Multi-Model Arena Stack:

5-Model Matrix Workbench

Popular Matchups:

Sakana AI

Fugu Ultra

Mesin Penalaran Mendalam

Fugu Ultra dari Sakana AI adalah model AI yang dirancang untuk penalaran logis mendalam, matematika tingkat lanjut, dan analisis ilmiah, menghadirkan jendela konteks 1M, kecepatan 75 token/detik, indeks kecerdasan 86/100, serta tarif $1.5/$

Intelligence Index86 / 100

Input Token:

$1.50 / 1M

Output Token:

$6.00 / 1M

Context Window:

1M tokens

SWE-bench Verified:

N/A

Alibaba

Qwen3.7 Plus

Model Unggulan Garis Depan

Qwen3.7 Plus dari Alibaba adalah model AI yang dirancang untuk penalaran perusahaan garis depan, pemrograman tingkat lanjut, dan produksi AI, menghadirkan jendela konteks 1M, kecepatan 92 token/detik, indeks kecerdasan 89/100, serta tarif $

Intelligence Index89 / 100

Input Token:

$0.80 / 1M

Output Token:

$3.20 / 1M

Context Window:

1M tokens

SWE-bench Verified:

68%

Perbedaan Utama Sekilas

Qwen3.7 Plus is 1.9x cheaper for API usage (input + output tokens combined).
Qwen3.7 Plus is faster at 92 tok/s vs 75 tok/s.

Need definitions for token pricing, context, or benchmarks?Explore AI Glossary →

Feature	Fugu Ultra	Qwen3.7 Plus
Intelligence Index Composite reasoning & knowledge score (0-100)	86	89
Provider	Sakana AI	Alibaba
Input Price Cost per million input tokens	$1.50 / 1M	$0.80 / 1M
Output Price Cost per million output tokens	$6.00 / 1M	$3.20 / 1M
Blended Price Weighted 7:2:1 cache:input:output per 1M	$1.01 / 1M	$0.54 / 1M
Context Window Maximum input + output tokens	1M tokens~1,500 A4 pages of text	1M tokens~1,500 A4 pages of text
Max Output Tokens Per single request	16K	16K
Throughput Speed Tokens generated per second	75 tok/s	92 tok/s
SWE-bench Verified Real-world software engineering	N/A	68%
GPQA Diamond Graduate-level reasoning	67%	75%
Cached Input Price Prompt caching discount per 1M tokens	$0.15 / 1M	$0.08 / 1M

Siapa Unggul di Mana?

At-a-glance decision framework

Coding

Evaluations ongoing

Cost

Qwen3.7 Plus

1.9x cheaper monthly runtime

Speed

Qwen3.7 Plus

+23% faster generation

Context

Tied

1M tokens window

Skor Benchmark Terverifikasi

Official evaluation metrics verified by independent third-party research labs.

Fugu UltraQwen3.7 Plus

SWE-bench Verified (Autonomous Coding)

Industry benchmark evaluating real-world GitHub issue resolution and multi-file debugging.

N/Avs68%

GPQA Diamond (Doctorate-Level Science & Math)

Challenging questions created by domain experts to test complex PhD-level reasoning.

67%vs75%

MMLU-Pro (Multi-task Language Understanding)

Hardened reasoning and academic knowledge benchmark with reduced lucky-guess probability.

83%vs86.8%

LMSYS Chatbot Arena Elo

Crowdsourced human preference evaluation based on blind, head-to-head model battles.

1370ptsvs1435pts

Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

75 tok/s vs92 tok/s

Latensi & Waktu Respons

Time to first token (TTFT) and estimated end-to-end response time for a typical 500-token response.

Time to First Token (TTFT)Lower is better

Fugu Ultra0.54s

Qwen3.7 Plus0.44s

Est. End-to-End Response (500 tokens)TTFT + generation time

Fugu Ultra7.21s

Qwen3.7 Plus5.87s

Simulator Biaya Token Interaktif

Adjust sliders to calculate projected monthly cloud API spending with prompt caching discounts.

Daily Input Tokens100K / day

10K500K1M

Daily Output Tokens30K / day

5K150K300K

Prompt Cache Hit Ratio50% cached

0% (Cold)50%90% (Warm)

Fugu Ultra Monthly API Bill

$7.88 / month

$1.5/1M in · $6/1M out

Qwen3.7 Plus Monthly API Bill

$4.20 / month

$0.8/1M in · $3.2/1M out

Qwen3.7 Plus saves approximately $3.67 / month (47%) under this workload.1.9x Savings

Fugu Ultra · Strengths & Key Advantages

Jendela konteks 1M dengan kapasitas output maksimum hingga 16K token (GPQA Diamond 67% · MMLU-Pro 83%)
Kecepatan generasi tinggi 75 token/detik dengan latensi token pertama (TTFT) hanya 540 ms
Skema harga API kompetitif (tarif $1.5/$6 per 1M token) dengan dukungan cache prompt dan output JSON terstruktur

Considerations & Trade-offs

Model cloud proprietari tertutup; bobot model tidak dapat diunduh untuk penggunaan lokal offline
Pada tugas pembuktian ilmiah tingkat ekstrem, model penalaran berat kelas atas memberikan kedalaman lebih tinggi

Qwen3.7 Plus · Strengths & Key Advantages

Jendela konteks 1M dengan kapasitas output maksimum hingga 16K token (SWE-bench Verified 68% · GPQA Diamond 75%)
Kecepatan generasi tinggi 92 token/detik dengan latensi token pertama (TTFT) hanya 440 ms
Skema harga API kompetitif (tarif $0.8/$3.2 per 1M token) dengan dukungan cache prompt dan output JSON terstruktur

Considerations & Trade-offs

Model cloud proprietari tertutup; bobot model tidak dapat diunduh untuk penggunaan lokal offline
Pada tugas pembuktian ilmiah tingkat ekstrem, model penalaran berat kelas atas memberikan kedalaman lebih tinggi

Token Use & Task Economics

Estimated cost and token consumption to complete one representative agentic task.

Metric	Fugu Ultra	Qwen3.7 Plus
Cost per Task Estimated USD to finish one task	$0.28	$0.24
Output Tokens / Task Tokens generated per task	22K	26K
Reasoning Tokens / Task Thinking tokens burned per task	8K	9K

Spesifikasi Teknis

Architecture, release timeline, capabilities, and modalities.

Feature	Fugu Ultra	Qwen3.7 Plus
Official API Model ID (SDK)	fugu-ultra	qwen3-7-plus-instruct
API Protocol	Sakana AI REST API (OpenAI-Compatible)	Alibaba REST API (OpenAI-Compatible)
Release Date	2026-06	2026-06
Knowledge Cutoff	March 2026	April 2026
Architecture	Evolutionary Multi-Model Merged Transformer	High-Value Multimodal Foundation Transformer
Parameters	Confidential / Frontier Merged	Confidential
Enterprise Rate Limits (RPM / TPM)	5,000 – 15,000 RPM (Production Tier) · 4,000,000 – 10,000,000 TPM	5,000 – 15,000 RPM (Production Tier) · 4,000,000 – 10,000,000 TPM
Long-Context Tier (>128K/200K)	Flat rate ($1.5/1M in) across full 1000K window	Flat rate ($0.8/1M in) across full 1000K window
Prompt Cache Policy & TTL	Cached input at $0.15/1M tokens	Cached input at $0.08/1M tokens
Computer Use / GUI Agent	API / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)	Supported (Screen coordinate grounding, browser & desktop GUI action loops)
MCP & Parallel Tool Calling	Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema	Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema
Web Search Grounding & Sandbox	Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools	Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools
Official Fine-Tuning Support	API Prompt Engineering & RAG Distillation	API Prompt Engineering & RAG Distillation
Multimodal Token Billing	Text BPE (~4 chars/token)	Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile)
Quantization & Min GPU VRAM	Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)	Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API)
Safety & Frontier Classification	Sakana AI Production Safety & Alignment Verified	Alibaba Production Safety & Alignment Verified
Enterprise Compliance (ZDR/HIPAA/SOC2)	SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier	SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier
Input Modalities	text	text, vision
Output Modalities	text	text

Fugu Ultra vs Qwen3.7 Plus: Jawaban Cepat (FAQ)

Which is more intelligent, Fugu Ultra or Qwen3.7 Plus?

Qwen3.7 Plus is more intelligent. It scores 89 compared with 86 on the composite Intelligence Index.

Which model is faster?

Qwen3.7 Plus is faster, generating 92 tokens per second compared with 75 tokens per second.

Which model is cheaper to run?

Qwen3.7 Plus is cheaper at $0.54 per 1M tokens blended, compared with $1.01 (7:2:1 cache:input:output ratio).

Which model has lower latency?

Qwen3.7 Plus has lower latency, with a time to first token of 0.44s compared with 0.54s.

Kesimpulan

Baik Fugu Ultra (Sangat cocok untuk penalaran logis mendalam, matematika tingkat lanjut, dan analisis ilmiah, sistem RAG perusahaan, dan integrasi API skala produksi.) maupun Qwen3.7 Plus (Sangat cocok untuk penalaran perusahaan garis depan, pemrograman tingkat lanjut, dan produksi AI, sistem RAG perusahaan, dan integrasi API skala produksi.) sangat tangguh: Qwen3.7 Plus unggul dalam penalaran dan pemrograman, Qwen3.7 Plus memberikan kecepatan generasi token lebih tinggi, dan Qwen3.7 Plus lebih hemat biaya untuk penggunaan API skala besar.

Pertanyaan Umum (FAQ)

Mana yang lebih baik untuk coding dan penalaran, Fugu Ultra atau Qwen3.7 Plus?+

Dalam indeks kecerdasan gabungan dan benchmark coding, Qwen3.7 Plus memimpin. Lihat skor SWE-bench dan GPQA di atas untuk detailnya.

Berapa perbandingan harga API Fugu Ultra vs Qwen3.7 Plus?+

Fugu Ultra mengenakan biaya $1.50 / $6.00 per 1M token input/output, sedangkan Qwen3.7 Plus sebesar $0.80 / $3.20. Secara keseluruhan, Qwen3.7 Plus lebih hemat biaya.

Model mana yang memiliki jendela konteks lebih besar dan kecepatan lebih tinggi?+

Fugu Ultra mendukung konteks 1M token dibandingkan 1M token pada Qwen3.7 Plus, sementara Qwen3.7 Plus unggul dalam kecepatan output token per detik.

AI Terminology & Guide

Explore Glossary →

Understand key metrics like context window, token pricing, reasoning mode, and SWE-bench scores in our comprehensive AI glossary.

Tokens & Pricing Context Window AI Benchmarks Reasoning Models Tool Calling Model Context Protocol (MCP)

Fugu Ultra vs Qwen3.7 Plus

Ganti & Bandingkan Model Apa Saja

Fugu Ultra

Qwen3.7 Plus

Siapa Unggul di Mana?

Skor Benchmark Terverifikasi

Latensi & Waktu Respons

Simulator Biaya Token Interaktif

Fugu Ultra · Strengths & Key Advantages

Considerations & Trade-offs

Qwen3.7 Plus · Strengths & Key Advantages

Considerations & Trade-offs

Token Use & Task Economics

Spesifikasi Teknis

Fugu Ultra vs Qwen3.7 Plus: Jawaban Cepat (FAQ)

Kesimpulan

Pertanyaan Umum (FAQ)

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