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Compare models

Put up to 4 models beside each other — token prices, context windows, capabilities and provider, from the same catalogue the model pages read.

  1. Fugu UltraSakanaRemove
  2. Gemini 3.8 FlashGoogleRemove
  3. Hy4 previewTencentRemove
  4. GPT-6 Astra ProOpenAIRemove

4 is the maximum. Remove one to add another.

fugu-ultra vs gemini-3.8-flash vs hy4-preview vs gpt-6-astra-pro
AttributeFugu Ultrafugu-ultraGemini 3.8 Flashgemini-3.8-flashHy4 previewhy4-previewGPT-6 Astra Progpt-6-astra-pro
Pricing
Input$5.00 / 1M$0.75 / 1M$0.834 / 1M$10.00 / 1M
Output$30.00 / 1M$3.75 / 1M$2.50 / 1M$50.00 / 1M
Cache Write (5m)$5.00 / 1M$0.75 / 1M$0.834 / 1M$10.00 / 1M
Cache Write (1h)$5.00 / 1M$0.75 / 1M$0.834 / 1M$10.00 / 1M
Cache Read$5.00 / 1M$0.75 / 1M$0.834 / 1M$10.00 / 1M
Web Search$0 / 1M$0 / 1M$0 / 1M$0 / 1M
Context
Max context1M1M1M1M
Max outputN/AN/AN/AN/A
Capabilities
VisionYesYesYesYes
Function CallingYesYesYesYes
JSON ModeYesYesYesYes
StreamingYesYesYesYes
Catalogue
ProviderSakanaGoogleTencentOpenAI
Categorychatchatchatchat
Charge typePay As You GoPay As You GoPay As You GoPay As You Go
Released
Description
SummaryFugu Ultra is the high-performance model in Sakana AI's Fugu family, built as a learned multi-agent orchestration system rather than a single monolithic model. It intelligently routes tasks across a pool of underlying models and can recursively invoke itself to solve complex problems more effectively. Optimized for multi-step reasoning, coding, and agentic workflows, Fugu Ultra supports configurable reasoning effort, native tool calling, and built-in web search. Its orchestration-based design makes it well suited for advanced autonomous agents and complex task execution requiring adaptive model coordination.Gemini 3.8 Flash is Google's most intelligent Flash-class model, delivering significant improvements over Gemini 3.7 Flash across software engineering, agentic workflows, and complex multi-step reasoning. Designed to combine strong capability with Flash-tier efficiency, it is well suited for coding assistants, autonomous agents, and high-throughput production workflows that require responsive performance without sacrificing reasoning quality.Tencent Hy4 Preview is a Mixture-of-Experts (MoE) model from Tencent, featuring 770B total parameters with 49B activated per token. It is designed for coding agents, complex tool-driven workflows, and professional productivity tasks that require strong planning and reliable execution. Optimized for context continuity and sustained multi-step work, Hy4 Preview is well suited for long-horizon coding, agentic automation, tool orchestration, and complex real-world workflows.GPT-6 Astra Pro uses the same underlying model as GPT-6 Astra, but runs with reasoning.mode set to pro for higher-quality responses on complex tasks. Optimized for deeper reasoning, greater accuracy, and more reliable multi-step execution, it is well suited for demanding coding, analysis, and agentic workflows where solution quality takes priority over speed and cost.