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

GPT-5.6 Sol and GPT-6 Astra both come from OpenAI, GPT-5.6 Sol 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 7.8%; ExploitBench, where GPT-6 Astra scores 100.0% against 73.5%. Averaged across everything we track, GPT-5.6 Sol sits at 63.9% and GPT-6 Astra at 74.4%.

GPT-5.6 Sol is the cheaper API at $5 per million input tokens and $30 per million output tokens, roughly 2 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 SolGPT-6 Astra
CompanyOpenAIOpenAI
Release DateJuly 9, 2026September 4, 2026
Parameters——
MultimodalYesYes
Context (input)1.1M1.1M
Context (output)128K128K
Input Price / 1M$5.00$10.00
Output Price / 1M$30.00$50.00
Average Score63.9%74.4%
Benchmarks
ARC-AGI-37.8%99.9%
ExploitBench73.5%100.0%
AutomationBench18.1%41.4%
Terminal-Bench 4.037.3%57.7%
FrontierMath Tier 4 (v2)83.0%97.6%
SEC-bench Pro71.2%85.4%
BenchCAD (with Python tool)83.4%95.9%
OSWorld 2.062.6%72.6%
GeneBench-Pro28.7%37.8%
ExploitGym33.7%42.4%
Agents' Last Exam52.7%59.3%
FrontierCode 1.147.5%53.3%
HealthBench Professional60.5%63.4%
GPQA94.6%96.0%
BrowseComp90.4%91.5%
DeepSWE 1.173.0%74.1%
LifeSciBench59.9%60.3%

Visual Benchmark Comparison

GPT-5.6 Sol
GPT-6 Astra
ARC-AGI-30.1 vs 1.0
1.0
ExploitBench0.7 vs 1.0
0.7
1.0
AutomationBench0.2 vs 0.4
0.2
0.4
Terminal-Bench 4.00.4 vs 0.6
0.4
0.6
FrontierMath Tier 4 (v2)0.8 vs 1.0
0.8
1.0
SEC-bench Pro0.7 vs 0.9
0.7
0.9
BenchCAD (with Python tool)0.8 vs 1.0
0.8
1.0
OSWorld 2.00.6 vs 0.7
0.6
0.7
GeneBench-Pro0.3 vs 0.4
0.3
0.4
ExploitGym0.3 vs 0.4
0.3
0.4
Agents' Last Exam0.5 vs 0.6
0.5
0.6
FrontierCode 1.10.5 vs 0.5
0.5
0.5
HealthBench Professional0.6 vs 0.6
0.6
0.6
GPQA0.9 vs 1.0
0.9
1.0
BrowseComp0.9 vs 0.9
0.9
0.9

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 Sol — 0.6, GPT-6 Astra — 0.7.

API Cost

GPT-5.6 Sol is 1.7x cheaper: input $5.00/1M 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 Sol 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 Sol or GPT-6 Astra?
GPT-5.6 Sol is cheaper for input: $5.00 per 1M tokens vs $10.00.
Which has a larger context window — GPT-5.6 Sol or GPT-6 Astra?
GPT-5.6 Sol supports a larger context: 1,050,000 tokens vs 1,050,000.

The GPT-5.6 Sol 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 Sol or GPT-6 Astra page. See also the complete list of AI model comparisons.