GPT-5.6 Terra vs GPT-6 Astra: Specs & Benchmark Comparison

GPT-5.6 Terra and GPT-6 Astra both come from OpenAI, GPT-5.6 Terra was released in July 2026, and GPT-6 Astra followed 2 months later in September 2026.

The two models share 17 published benchmarks. GPT-6 Astra leads on 17 of them. The widest gaps are on ARC-AGI-3, where GPT-6 Astra scores 99.9% against 0.8%; ExploitBench, where GPT-6 Astra scores 100.0% against 52.9%. Averaged across everything we track, GPT-5.6 Terra sits at 59.0% and GPT-6 Astra at 74.4%.

GPT-5.6 Terra is the cheaper API at $2 per million input tokens and $12 per million output tokens, roughly 5 times cheaper than GPT-6 Astra at $10 and $50. Both accept a context window of about 1M tokens. Both accept text and images as input.

CharacteristicGPT-5.6 TerraGPT-6 Astra
CompanyOpenAIOpenAI
Release DateJuly 9, 2026September 4, 2026
Parameters——
MultimodalYesYes
Context (input)1.1M1.1M
Context (output)128K128K
Input Price / 1M$2.00$10.00
Output Price / 1M$12.00$50.00
Average Score59.0%74.4%
Benchmarks
ARC-AGI-30.8%99.9%
ExploitBench52.9%100.0%
Terminal-Bench 4.021.5%57.7%
FrontierMath Tier 4 (v2)68.3%97.6%
SEC-bench Pro57.7%85.4%
AutomationBench15.2%41.4%
OSWorld 2.050.2%72.6%
ExploitGym23.2%42.4%
BenchCAD (with Python tool)78.2%95.9%
GeneBench-Pro23.3%37.8%
FrontierCode 1.141.3%53.3%
Agents' Last Exam50.4%59.3%
HealthBench Professional57.7%63.4%
LifeSciBench56.0%60.3%
DeepSWE 1.170.0%74.1%
BrowseComp87.5%91.5%
GPQA92.9%96.0%

Visual Benchmark Comparison

GPT-5.6 Terra
GPT-6 Astra
ARC-AGI-30.0 vs 1.0
1.0
ExploitBench0.5 vs 1.0
0.5
1.0
Terminal-Bench 4.00.2 vs 0.6
0.2
0.6
FrontierMath Tier 4 (v2)0.7 vs 1.0
0.7
1.0
SEC-bench Pro0.6 vs 0.9
0.6
0.9
AutomationBench0.2 vs 0.4
0.2
0.4
OSWorld 2.00.5 vs 0.7
0.5
0.7
ExploitGym0.2 vs 0.4
0.2
0.4
BenchCAD (with Python tool)0.8 vs 1.0
0.8
1.0
GeneBench-Pro0.2 vs 0.4
0.2
0.4
FrontierCode 1.10.4 vs 0.5
0.4
0.5
Agents' Last Exam0.5 vs 0.6
0.5
0.6
HealthBench Professional0.6 vs 0.6
0.6
0.6
LifeSciBench0.6 vs 0.6
0.6
0.6
DeepSWE 1.10.7 vs 0.7
0.7
0.7

Verdict

Both models show equal results — the choice depends on your specific use case.

Overall Performance

Both models show comparable average scores: GPT-5.6 Terra — 0.6, GPT-6 Astra — 0.7.

API Cost

GPT-5.6 Terra is 4.3x cheaper: input $2.00/1M vs $10.00/1M tokens.

Context Window

Same context size: 1M tokens.

Recency

GPT-6 Astra is newer: released 9/4/2026 vs 7/9/2026.

More About These Models

Related Comparisons

Frequently Asked Questions

Which is better for coding — GPT-5.6 Terra or GPT-6 Astra?
Direct comparison on the SWE-Bench benchmark is not available. We recommend reviewing other metrics on the comparison page.
Which model is cheaper — GPT-5.6 Terra or GPT-6 Astra?
GPT-5.6 Terra is cheaper for input: $2.00 per 1M tokens vs $10.00.
Which has a larger context window — GPT-5.6 Terra or GPT-6 Astra?
GPT-5.6 Terra supports a larger context: 1,050,000 tokens vs 1,050,000.

The GPT-5.6 Terra and GPT-6 Astra comparison is updated for 2026. Data includes benchmark results, API pricing, context window size and other specifications. For more detailed information, visit the GPT-5.6 Terra or GPT-6 Astra page. See also the complete list of AI model comparisons.