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GPT-6 Astra vs Fugu Ultra v2

Detailed technical comparison between GPT-6 Astra (OpenAI) and Fugu Ultra v2 (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

GPT-6 Astra: 6 WinsvsFugu Ultra v2: 0 Wins
Context Leader

GPT-6 Astra

1,050,000 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Fugu Ultra v2

$5.00 / MTok
OpenAIactive

GPT-6 Astra

GPT-6 Astra is an advanced artificial intelligence model engineered by OpenAI. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, GPT-6 Astra represents a key architectural iteration in the OpenAI model family. First released in 2026-09-04, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,050,000 tokens (approximately 1,400 words), GPT-6 Astra processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View GPT-6 Astra Full Specs →
Sakana AIactive

Fugu Ultra v2

Fugu Ultra v2 is an advanced artificial intelligence model engineered by Sakana AI. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, Fugu Ultra v2 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 Ultra v2 processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View Fugu Ultra v2 Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationGPT-6 AstraFugu Ultra v2
ProviderOpenAISakana AI
Context Window1,050,000 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 Date2026-09-042026-09-11

API Pricing Comparison

Input Price per Million Tokens

GPT-6 Astra

$10.00

Fugu Ultra v2

$5.00

Output Price per Million Tokens

GPT-6 Astra

$50.00

Fugu Ultra v2

$30.00

💡 Cost Ratio: Fugu Ultra v2 is 2.0x cheaper per input token than GPT-6 Astra.

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
95.4%vs87.2%+8.2% GPT-6 Astra
GPT-6 Astra 🏆
Fugu Ultra v2
HumanEvalPython coding & logic synthesis
96.8%vs86.4%+10.4% GPT-6 Astra
GPT-6 Astra 🏆
Fugu Ultra v2
MATHComplex mathematical problem solving
94.2%vs67.6%+26.6% GPT-6 Astra
GPT-6 Astra 🏆
Fugu Ultra v2
GPQAGraduate-level expert reasoning
86.0%vs49.0%+37.0% GPT-6 Astra
GPT-6 Astra 🏆
Fugu Ultra v2
HellaSwagCommonsense reasoning and inference
98.8%vs88.2%+10.6% GPT-6 Astra
GPT-6 Astra 🏆
Fugu Ultra v2
MT-BenchMulti-turn conversation flow quality
9.7%vs9.1%+0.6% GPT-6 Astra
GPT-6 Astra 🏆
Fugu Ultra v2

GPT-6 Astra Quirks & Gotchas

No developer gotchas reported.

Fugu Ultra v2 Quirks & Gotchas

No developer gotchas reported.

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