Head-to-Head Model Comparison

Fugu Ultra vs Claude Fable 5

Benchmarks, API Token Pricing, Context Window & Speed Comparison

Ditinjau oleh tim riset GetInfoUsPeninjauan terakhir: October 2026Kebijakan editorial
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Related topics (12)
AI CompareAI BenchmarkToken PricingModel CostModel SpecsSWE-bench CodingModel VersusWhich AI ModelLLM Speed & LatencyReasoning ModelsExtended ThinkingPrompt Caching ROI
Fugu Ultra vs Claude Fable 5: Benchmarks, Pricing & Speed Comparison

Fugu Ultra dari Sakana AI dan Claude Fable 5 dari Anthropic adalah dua model AI unggulan. Fugu Ultra menawarkan jendela konteks 1M token dengan harga $1.50/$6.00 per 1 juta token, sedangkan Claude Fable 5 menyediakan konteks 1M token seharga $10.00/$50.00 per 1 juta token. Berikut perbandingan lengkap benchmark, latensi, dan biayanya.

Perbandingan Langsung (VS)

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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

Anthropic

Claude Fable 5

Model Unggulan Garis Depan

Claude Fable 5 dari Anthropic adalah model AI yang dirancang untuk penalaran perusahaan garis depan, pemrograman tingkat lanjut, dan produksi AI, menghadirkan jendela konteks 1M, kecepatan 52 token/detik, indeks kecerdasan 72/100, serta tar

Intelligence Index72 / 100
Input Token:

$10.00 / 1M

Output Token:

$50.00 / 1M

Context Window:

1M tokens

SWE-bench Verified:

76.5%

Perbedaan Utama Sekilas

  • Fugu Ultra is 7.8x cheaper for API usage (input + output tokens combined).
  • Fugu Ultra is faster at 75 tok/s vs 52 tok/s.
Need definitions for token pricing, context, or benchmarks?Explore AI Glossary →
FeatureFugu UltraClaude Fable 5
Intelligence Index
Composite reasoning & knowledge score (0-100)
8672
Provider
Sakana AIAnthropic
Input Price
Cost per million input tokens
$1.50 / 1M$10.00 / 1M
Output Price
Cost per million output tokens
$6.00 / 1M$50.00 / 1M
Blended Price
Weighted 7:2:1 cache:input:output per 1M
$1.01 / 1M$7.70 / 1M
Context Window
Maximum input + output tokens
1M tokens~1,500 A4 pages of text1M tokens~1,500 A4 pages of text
Max Output Tokens
Per single request
16K128K
Throughput Speed
Tokens generated per second
75 tok/s52 tok/s
SWE-bench Verified
Real-world software engineering
N/A76.5%
GPQA Diamond
Graduate-level reasoning
67%79.2%
Cached Input Price
Prompt caching discount per 1M tokens
$0.15 / 1M$1.00 / 1M

Siapa Unggul di Mana?

At-a-glance decision framework
Coding

Evaluations ongoing

Cost
Fugu Ultra
7.8x cheaper monthly runtime
Speed
Fugu Ultra
+44% faster generation
Context
Tied
1M tokens window

Skor Benchmark Terverifikasi

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

Fugu UltraClaude Fable 5
SWE-bench Verified (Autonomous Coding)

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

N/Avs76.5%
GPQA Diamond (Doctorate-Level Science & Math)

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

67%vs79.2%
MMLU-Pro (Multi-task Language Understanding)

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

83%vs88.5%
LMSYS Chatbot Arena Elo

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

1370ptsvs1435pts
Terminal-Bench (Agentic Coding & Terminal Use)

Autonomous multi-step tasks executed inside a real command-line terminal environment.

N/Avs44.5%
Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

75 tok/s vs52 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
Claude Fable 51.75s
Est. End-to-End Response (500 tokens)TTFT + generation time
Fugu Ultra7.21s
Claude Fable 511.37s

Simulator Biaya Token Interaktif

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

100K / day
10K500K1M
30K / day
5K150K300K
50% cached
0% (Cold)50%90% (Warm)
Fugu Ultra Monthly API Bill
$7.88 / month
$1.5/1M in · $6/1M out
Claude Fable 5 Monthly API Bill
$61.50 / month
$10/1M in · $50/1M out
Fugu Ultra saves approximately $53.63 / month (87%) under this workload.7.8x 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

Claude Fable 5 · Strengths & Key Advantages

  • Jendela konteks 1M dengan kapasitas output maksimum hingga 128K token (SWE-bench Verified 76.5% · GPQA Diamond 79.2%)
  • Kecepatan generasi tinggi 52 token/detik dengan latensi token pertama (TTFT) hanya 1750 ms
  • Skema harga API kompetitif (tarif $10/$50 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
  • Untuk trafik produksi skala besar, disarankan mengaktifkan fitur Prompt Caching dan Batch API guna menghemat biaya

Token Use & Task Economics

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

MetricFugu UltraClaude Fable 5
Cost per Task
Estimated USD to finish one task
$0.28$10.97
Output Tokens / Task
Tokens generated per task
22K72K
Reasoning Tokens / Task
Thinking tokens burned per task
8K37K

Spesifikasi Teknis

Architecture, release timeline, capabilities, and modalities.

FeatureFugu UltraClaude Fable 5
Official API Model ID (SDK)fugu-ultraclaude-fable-5-20260601
API ProtocolSakana AI REST API (OpenAI-Compatible)Anthropic Messages API + AWS Bedrock + Vertex AI
Release Date2026-062026-06
Knowledge CutoffMarch 2026March 2026
ArchitectureEvolutionary Multi-Model Merged TransformerMythos-Class Dense Reasoning Architecture
ParametersConfidential / Frontier MergedConfidential
Enterprise Rate Limits (RPM / TPM)5,000 – 15,000 RPM (Production Tier) · 4,000,000 – 10,000,000 TPM4,000 – 10,000 RPM (Tier 4 + Priority Tier) · 4,000,000 – 10,000,000 TPM
Long-Context Tier (>128K/200K)Flat rate ($1.5/1M in) across full 1000K windowStandard rate up to 200K tokens; 2x input/output tier above 200K tokens
Prompt Cache Policy & TTLCached input at $0.15/1M tokens$1/1M cached read (90% off); 5-min default & 1-hour extended TTL
Computer Use / GUI AgentAPI / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)Supported (Screen coordinate grounding, browser & desktop GUI action loops)
MCP & Parallel Tool CallingNative MCP Client/Server ready · Parallel function calling · 100% Strict JSON SchemaNative MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema
Web Search Grounding & SandboxSupported via external Tavily/Exa Search & E2B/Docker Sandbox toolsNative Web Search Citations + Code Execution Tool + MCP Connectors
Official Fine-Tuning SupportAPI Prompt Engineering & RAG DistillationCustom Model Tuning via Amazon Bedrock & Prompt Distillation
Multimodal Token BillingText BPE (~4 chars/token)Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile)
Quantization & Min GPU VRAMCloud-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 ClassificationSakana AI Production Safety & Alignment VerifiedAnthropic RSP ASL-2 / ASL-3 Constitutional Safety Evaluated
Enterprise Compliance (ZDR/HIPAA/SOC2)SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise TierSOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier
Input Modalitiestexttext, vision
Output Modalitiestexttext

Fugu Ultra vs Claude Fable 5: Jawaban Cepat (FAQ)

Which is more intelligent, Fugu Ultra or Claude Fable 5?

Fugu Ultra is more intelligent. It scores 86 compared with 72 on the composite Intelligence Index.

Which model is faster?

Fugu Ultra is faster, generating 75 tokens per second compared with 52 tokens per second.

Which model is cheaper to run?

Fugu Ultra is cheaper at $1.01 per 1M tokens blended, compared with $7.70 (7:2:1 cache:input:output ratio).

Which model has lower latency?

Fugu Ultra has lower latency, with a time to first token of 0.54s compared with 1.75s.

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 Claude Fable 5 (Sangat cocok untuk penalaran perusahaan garis depan, pemrograman tingkat lanjut, dan produksi AI, sistem RAG perusahaan, dan integrasi API skala produksi.) sangat tangguh: Fugu Ultra unggul dalam penalaran dan pemrograman, Fugu Ultra memberikan kecepatan generasi token lebih tinggi, dan Fugu Ultra lebih hemat biaya untuk penggunaan API skala besar.

Pertanyaan Umum (FAQ)

Mana yang lebih baik untuk coding dan penalaran, Fugu Ultra atau Claude Fable 5?+

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

Berapa perbandingan harga API Fugu Ultra vs Claude Fable 5?+

Fugu Ultra mengenakan biaya $1.50 / $6.00 per 1M token input/output, sedangkan Claude Fable 5 sebesar $10.00 / $50.00. Secara keseluruhan, Fugu Ultra 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 Claude Fable 5, sementara Fugu Ultra 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.

Benchmark scores, token prices, and rate limits evolve rapidly as AI labs release model updates. Always verify current specifications and pricing on the official provider documentation.

Sumber resmi: Dokumentasi API resmi Sakana AI & Anthropic serta evaluasi benchmark independen (2026).