BenchLeader

GPT-5.5 Instant vs GPT-6 Astra

Verdict
  • GPT-6 Astra (max) leads on quality: 70.9 vs 60.5.
  • GPT-5.5 Instant is stronger in agents & tools, human preference, instruction following, long context, multimodal.
  • GPT-6 Astra (max) is stronger in coding, composite, knowledge, maths, reasoning.
  • GPT-5.5 Instant is 1.8× cheaper ($11.25 vs $20.00 per 1M blended).
  • GPT-5.5 Instant streams 4.8× faster (129 vs 27 tokens per second).
MetricGPT-5.5 InstantGPT-6 Astra (max)
BenchLeader Index60.570.9
Agents & tools score70.768.2
Coding score61.178.6
Composite score62.972.9
Human preference score67.5
Instruction following score69.8
Knowledge score69.480.0
Long context score61.4
Maths score42.577.2
Multimodal score59.7
Reasoning score62.673.6
Blended price $/M$11.25$20.00
Output speed129 tok/s27 tok/s
Time to first answer16.8 s337.3 s
Context window400k1.1M
GPQA Diamond82.5%95.8%
FrontierMath Tiers 1–326.3%93.7%
FrontierMath Tier 42.4%97.6%
OTIS Mock AIME68.1%100.0%
SimpleQA Verified75.6%
Terminal-Bench58.2%
SciCode48.6%56.5%
FrontierCode53.3%
Epoch Capabilities Index142.5
LMArena Text1474
LMArena Hard Prompts1491
LMArena Coding1514
LMArena WebDev1796
LMArena Vision1251
LMArena Agent12.5
LiveBench82.2%
LiveBench Reasoning92.7%
LiveBench Coding80.4%
LiveBench Agentic Coding57.3%
LiveBench Mathematics96.8%
LiveBench Data Analysis83.0%
LiveBench Language89.4%
AA Intelligence Index26.8
IFBench71.5%
AA-LCR70.0%
AA-Omniscience11.2
Terminal-Bench Hard42.4%
GPQA Diamond (AA)84.7%
Humanity's Last Exam (AA)21.6%
SciCode (AA)52.5%
τ²-Bench Telecom (AA)49.4%
Terminal-Bench 2.1 (Vals)87.3%
Vals Index66.6
ARC-AGI-197.5%
ARC-AGI-295.0%
ARC-AGI-398.6%

Data as of 2026-09-10. Best configuration of each model; every score links to its source on the model pages.

GPT-5.5 Instant vs GPT-6 Astra: questions

Is GPT-5.5 Instant better than GPT-6 Astra?
GPT-6 Astra (max) leads on quality: 70.9 vs 60.5. The BenchLeader Index combines every independent quality benchmark; GPT-6 Astra (max) is ahead overall as of 2026-09-10, but check the category scores for your use.
Is GPT-5.5 Instant better than GPT-6 Astra for coding?
GPT-6 Astra scores higher in coding (79 vs 61 on the category index, where 50 is average).
Is GPT-5.5 Instant better than GPT-6 Astra for agentic tasks?
GPT-5.5 Instant scores higher in agentic tasks (71 vs 68 on the category index, where 50 is average).
Which is cheaper, GPT-5.5 Instant or GPT-6 Astra?
GPT-5.5 Instant is cheaper: $11.25 against $20.00 per million tokens, blended at three input tokens per output token.
Which is faster, GPT-5.5 Instant or GPT-6 Astra?
GPT-5.5 Instant streams faster: 129 against 27 output tokens per second.
Which has the larger context window?
GPT-6 Astra accepts more context: 1.1M against 400k tokens.