GPT-6.1 Sol vs GPT-6 Astra

Benchmarks

BenchmarkGPT-6.1 SolGPT-6 AstraDifference
DeepSWE v1.175.2%74.1%GPT-6.1 Sol +1.1 points
GDP.pdf32.0%32.2%Astra +0.2 points
AutomationBench 1.0.636.1%41.4%Astra +5.3 points
OSWorld 2.0 Offline71.4%73.5%Astra +2.1 points
Terminal-Bench Science 0.157.0%68.1%Astra +11.1 points
Factual error rate, best (lower is better)4.1%3.9%Astra 0.2 points lower

Artificial Analysis benchmarks

BenchmarkGPT-6.1 Sol (Max)GPT-6 Astra (Max)Difference
Intelligence Index v4.3.251.852.7Astra +0.9
AA-Briefcase v1.11564.2 Elo1568.9 EloAstra +4.7 Elo
GDPval-AA v2.11575.1 Elo1541.9 EloGPT-6.1 Sol +33.2 Elo
AutomationBench-AA64.9%68.5%Astra +3.6 points
Terminal-Bench 4.056.1%59.1%Astra +3.0 points
SciCode54.2%56.5%Astra +2.3 points
Humanity's Last Exam52.9%54.7%Astra +1.8 points
GDP.pdf31.0%31.0%Tie
CritPt31.7%31.7%Tie
AA-Omniscience41.543.4Astra +1.9
AA-LCR v1.183.0%80.7%GPT-6.1 Sol +2.3 points

Cost and efficiency

MetricGPT-6.1 Sol (Max)GPT-6 Astra (Max)Difference
Intelligence Index51.852.7Astra +0.9
Cost per Intelligence Index task$0.72$3.26Sol about 78% cheaper
Input, per 1M tokens$2$10Sol 80% cheaper
Cached input, per 1M tokens$0.10$1.00Sol 90% cheaper
Output, per 1M tokens$10$50Sol 80% cheaper

Pricing and specs

SpecificationGPT-6.1 SolGPT-6 AstraDifference
Input, per 1M tokens$2$10Sol 5x cheaper
Cached input, per 1M tokens$0.10$1.00Sol 10x cheaper
Output, per 1M tokens$10$50Sol 5x cheaper
Context window1.05M tokens1.05M tokensSame
Max output128K tokens128K tokensSame
Knowledge cutoffApril 30, 2026April 30, 2026Same
Reasoning effortLow to MaxLow to MaxSame
Text and image inputYesYesSame