gpt.college

OpenAI · GPT-6 · Reviewed 2026-09-04

GPT-6 Astra

OpenAI's GPT-6 flagship for complex reasoning, coding, computer use, research, and end-to-end professional work.

All models
Overall · 0–10090.6
Status
preview
Released
2026-09-03
Context
1,050,000 tokens
Parameters
Undisclosed
Inputs
Text · Image · File
Type
multimodal
Max output
128,000 tokens
API model ID
gpt-6-astra
Reasoning
low / medium / high / xhigh / max
Knowledge cutoff
2026-04-30
Training cutoff
—
Weights / license
Unavailable
Price / 1M tokens
$10 in · $50 out
Cached input
$1
1.05M-token context and 128K outputState-of-the-art reported coding, science, and computer-use resultsBroad Responses API tool support
CodingReasoningResearchMultimodalAgentic

Independent benchmark scores

Independently evaluated

Reasoning

55%

Humanity's Last Exam as evaluated by Artificial Analysis; the source configuration is preserved.

Artificial Analysis · max

Independently evaluated

Research

1542 Elo

GDPval-AA v2.1 professional knowledge-work Elo. This is a task lens, not an assessment of every research skill.

Artificial Analysis · max

Independently evaluated

Multimodal

31%

GDP.pdf professional document understanding, including visual tables, charts and diagrams; not an audio/video score.

Artificial Analysis · max

Independently evaluated

Agentic

68%

AutomationBench-AA multi-step business workflows in the Artificial Analysis harness.

Artificial Analysis · max

Raw benchmark results

Source-backed rows with the original evaluation context preserved.

28 results
BenchmarkScoreSourceEvaluation notes
Artificial Analysis Coding Agent Index v1.4Evaluated 2026-09-03 67 OpenAI OpenAI comparison-table Artificial Analysis Coding Agent Index v1.4 result; score unit is index.
AutomationBench-AAChecked 2026-10-02 68% Artificial Analysis Artificial Analysis Intelligence Index v4.3.2; configuration=max. Rounded public score; checked date is not the evaluation execution date.
AA GDP.pdfChecked 2026-10-02 31% Artificial Analysis Artificial Analysis Intelligence Index v4.3.2; configuration=max. Rounded public score; checked date is not the evaluation execution date.
GDPval-AA v2.1Checked 2026-10-02 1542 Artificial Analysis Artificial Analysis Intelligence Index v4.3.2; configuration=max. Rounded public score; checked date is not the evaluation execution date.
AA Humanity's Last ExamChecked 2026-10-02 55% Artificial Analysis Artificial Analysis Intelligence Index v4.3.2; configuration=max. Rounded public score; checked date is not the evaluation execution date.
Artificial Analysis Intelligence Index v4.3.2Checked 2026-10-02 53 Artificial Analysis Artificial Analysis Intelligence Index v4.3.2; configuration=max. Rounded public score; checked date is not the evaluation execution date.
AA Terminal-Bench 4.0Checked 2026-10-02 59% Artificial Analysis Artificial Analysis Intelligence Index v4.3.2; configuration=max. Rounded public score; checked date is not the evaluation execution date.
Agents' Last ExamEvaluated 2026-09-03 59.3% OpenAI OpenAI-reported Agents' Last Exam result; highest-scoring setting.
ARC-AGI-3Evaluated 2026-09-03 99.9% OpenAI OpenAI-reported ARC-AGI-3 result; Responses API harness changes two settings.
Artificial Analysis Intelligence IndexEvaluated 2026-09-04 61 Artificial Analysis Artificial Analysis Intelligence Index v4.1.1; GPT-6 Astra max reasoning configuration; 9-evaluation composite.
Artificial Analysis Intelligence IndexEvaluated 2026-09-04 60 Artificial Analysis Artificial Analysis Intelligence Index v4.1.1; GPT-6 Astra high reasoning configuration.
Artificial Analysis Intelligence IndexEvaluated 2026-09-04 57 Artificial Analysis Artificial Analysis Intelligence Index v4.1.1; GPT-6 Astra low reasoning configuration.
BenchCADEvaluated 2026-09-03 95.9% OpenAI OpenAI-reported BenchCAD geometric-overlap score with tools; benchmark modifications are documented in the release notes.
DeepSWE v1.1Evaluated 2026-09-03 74.1% OpenAI OpenAI comparison-table result; preserve the source-specific agent harness.
ExploitBenchEvaluated 2026-09-03 100% OpenAI OpenAI-reported ExploitBench result without production safeguards; cybersecurity evaluation.
ExploitGymEvaluated 2026-09-03 42.4% OpenAI OpenAI-reported ExploitGym result without production safeguards; cybersecurity evaluation.
FrontierCode 1.1 ExtendedEvaluated 2026-09-03 64.5% OpenAI OpenAI-reported FrontierCode 1.1 Extended result; developer-message and harness notes apply.
FrontierCode 1.1 MainEvaluated 2026-09-03 53.3% OpenAI OpenAI-reported FrontierCode 1.1 Main result; developer-message and harness notes apply.
FrontierMath Tier 4 (v2)Evaluated 2026-09-03 97.6% OpenAI OpenAI-reported FrontierMath Tier 4 (v2) result.
GPQA / GPQA DiamondEvaluated 2026-09-03 96% OpenAI OpenAI-reported GPQA Diamond result.
Humanity's Last Exam with ToolsEvaluated 2026-09-03 57.2% OpenAI OpenAI-reported Humanity's Last Exam result with tools.
Database Migration Tasks (Internal)Evaluated 2026-09-03 63.9% OpenAI OpenAI internal Database Migration Tasks result.
Mind2WebEvaluated 2026-09-03 1.9 OpenAI OpenAI-reported Codex harness task-completion speedup versus the GPT-5.6 Sol experience.
OSWorld 2.0Evaluated 2026-09-03 72.6% OpenAI OpenAI latency-simulation result on OSWorld 2.0; approximately 40 minutes per task. This is not directly comparable to offline or modified-task rows.
SRE-BenchEvaluated 2026-09-03 88% OpenAI OpenAI-reported SRE-Bench single-attempt success rate.
SRE-BenchEvaluated 2026-09-03 99.2% OpenAI OpenAI-reported SRE-Bench success rate within four attempts; distinct evaluation setting.
Terminal-Bench 4.0Evaluated 2026-09-03 57.9% OpenAI OpenAI-reported Terminal-Bench 4.0 result.
Terminal-Bench-Science 0.1Evaluated 2026-09-03 64.6% OpenAI OpenAI-reported Terminal-Bench Science 0.1 result.

Strengths

  • 1.05M-token context and 128K output
  • State-of-the-art reported coding, science, and computer-use results
  • Broad Responses API tool support

Limitations

  • Preview rollout is staged
  • Parameter count and weights are not publicly disclosed; benchmark results use model-specific harnesses

Model evidence · official · Checked 2026-09-04

GPT-6 Astra: A new generation of intelligence

Official OpenAI release report with GPT-6 Astra benchmark tables, computer-use and cybersecurity evaluations, and methodology footnotes.

Model evidence · official · Checked 2026-09-04

GPT-6 Astra API model documentation

Official API documentation for gpt-6-astra limits, modalities, reasoning levels, knowledge cutoff, supported tools, and token pricing.

Task lenses preserve raw scores. Radar axes use score / current leader × 100; overall is the equal-weight average of all five indices. Missing evidence is not a zero or a low rank.