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OpenAI / GPT-6

GPT-6 Astra

Version gpt-6-astra · Released 2026-09-03 · Available

Compare this model ↗
60QUANTUM SCORE

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Coding63
Reasoning98
Math87
Research—
Agents20
Multimodal—
Speed—
Value22

01 / EVIDENCE

Benchmark breakdown

BenchmarkVersionMethodConfigurationResultTest dateVerifiedSource typeSource
FrontierMath Tier 4 v2FrontierMath Tier 4 v2Publisher-reported configuration; see source—98 %2026-09-032026-09-29provider first partyView source ↗
ARC-AGI-3 Provider Adapter (High)ARC-AGI-3 Provider Adapter (High)Publisher-reported configuration; see source—99.9 %2026-09-032026-09-29provider first partyView source ↗
ARC-AGI-3 Semi-Private Standard harness best effort3 Semi-PrivateARC Prize Standard harness; best published effort per model—62.7128 %2026-09-292026-09-29benchmark maintainerView source ↗
Terminal-Bench 4.0 Vals mini-SWE-agent avg@3 fallbacks failed4.0Vals mini-SWE-agent avg@3; Anthropic fallbacks treated as failures—59.6 %2026-09-292026-09-29independent labView source ↗
ProofBench v1.1 Vals 100 proof tasks1.1Vals 100 proof tasks; ceiling effect at top scores—99 %2026-09-292026-09-29independent labView source ↗
ProgramBench Vals 200 public tasks raw pass rateVals 2026-09-27Vals 200 public tasks; raw pass rate; mini-SWE-agent—85.4 %2026-09-272026-09-29independent labView source ↗
Humanity's Last Exam AA Index v4.3.2 (Opus Max fallback, Astra Max, Gemini High)AA Index 4.3.2Opus Max with default fallback; Astra Max—55 %2026-09-292026-09-29independent labView source ↗
AutomationBench-AA Index v4.3.2 (Opus Max fallback, Astra Max, Gemini High)AA Index 4.3.2Opus Max with default fallback; Astra Max—68 %2026-09-292026-09-29independent labView source ↗
LiveBench code_completion2026-06-25Public table; published model effort variantgpt-6-astra-max80.435 %not published2026-09-30benchmark maintainerView source ↗
LiveBench code_generation2026-06-25Public table; published model effort variantgpt-6-astra-max80.282 %not published2026-09-30benchmark maintainerView source ↗
LiveBench javascript2026-06-25Public table; published model effort variantgpt-6-astra-max63.636 %not published2026-09-30benchmark maintainerView source ↗
LiveBench AMPS_Hard2026-06-25Public table; published model effort variantgpt-6-astra-max98 %not published2026-09-30benchmark maintainerView source ↗
LiveBench olympiad2026-06-25Public table; published model effort variantgpt-6-astra-max92.166 %not published2026-09-30benchmark maintainerView source ↗
LiveBench theory_of_mind2026-06-25Public table; published model effort variantgpt-6-astra-max84.615 %not published2026-09-30benchmark maintainerView source ↗
LiveBench zebra_puzzle2026-06-25Public table; published model effort variantgpt-6-astra-max100 %not published2026-09-30benchmark maintainerView source ↗

02 / COST

Price & speed

Input / 1M tokens $10.00

Output / 1M tokens $50.00

Cached input / 1M $1.00

Batch input / 1M $5.00

Batch output / 1M $25.00

Speed See measured observations below

Price verified 2026-09-29

Price scope Standard short-context token rate; long-context and service tiers differ

Price source Official pricing ↗

02A / PERFORMANCE

Measured speed

MetricResultEffortMethodSource
output tokens per second55 tokens/sMaxArtificial Analysis model comparison; output speedView source ↗
time to first token290.98 secondsMaxArtificial Analysis model comparison; includes reasoningView source ↗
end to end response time300.06 secondsMaxArtificial Analysis model comparison; includes reasoningView source ↗

03 / PROFILE

Capabilities

tool usevision

04 / CONTEXT

Strengths & limitations

Coverage: 73% · Moderate confidence · 15 observations · 5 source domains (4 independent).

05 / HISTORY

Version & price history

Version gpt-6-astra · released 2026-09-03.

2026-09-29: $10.00 input / $50.00 output per 1M tokens · Price source ↗

06 / SOURCES

Source records

DATED EVIDENCE

History

Standard API price history

2026-09-292026-09-29
  • 2026-09-29: 20 USD / 1M · 75% input / 25% output USD per 1M · source ↗

One observation; no trend can be inferred.

FrontierMath Tier 4 v2 / FrontierMath Tier 4 v2 / %

2026-09-032026-09-03
  • 2026-09-03: 98 result · Publisher-reported configuration; see source · source ↗

One observation; no trend can be inferred.

ARC-AGI-3 Provider Adapter (High) / ARC-AGI-3 Provider Adapter (High) / %

2026-09-032026-09-03
  • 2026-09-03: 99.9 result · Publisher-reported configuration; see source · source ↗

One observation; no trend can be inferred.

ARC-AGI-3 Semi-Private Standard harness best effort / 3 Semi-Private / %

2026-09-292026-09-29
  • 2026-09-29: 62.713 result · ARC Prize Standard harness; best published effort per model · source ↗

One observation; no trend can be inferred.

Terminal-Bench 4.0 Vals mini-SWE-agent avg@3 fallbacks failed / 4.0 / %

2026-09-292026-09-29
  • 2026-09-29: 59.6 result · Vals mini-SWE-agent avg@3; Anthropic fallbacks treated as failures · source ↗

One observation; no trend can be inferred.

ProofBench v1.1 Vals 100 proof tasks / 1.1 / %

2026-09-292026-09-29
  • 2026-09-29: 99 result · Vals 100 proof tasks; ceiling effect at top scores · source ↗

One observation; no trend can be inferred.

ProgramBench Vals 200 public tasks raw pass rate / Vals 2026-09-27 / %

2026-09-272026-09-27
  • 2026-09-27: 85.4 result · Vals 200 public tasks; raw pass rate; mini-SWE-agent · source ↗

One observation; no trend can be inferred.

Humanity's Last Exam AA Index v4.3.2 (Opus Max fallback, Astra Max, Gemini High) / AA Index 4.3.2 / %

2026-09-292026-09-29
  • 2026-09-29: 55 result · Opus Max with default fallback; Astra Max · source ↗

One observation; no trend can be inferred.

AutomationBench-AA Index v4.3.2 (Opus Max fallback, Astra Max, Gemini High) / AA Index 4.3.2 / %

2026-09-292026-09-29
  • 2026-09-29: 68 result · Opus Max with default fallback; Astra Max · source ↗

One observation; no trend can be inferred.

LiveBench code_completion / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 80.435 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

LiveBench code_generation / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 80.282 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

LiveBench javascript / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 63.636 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

LiveBench AMPS_Hard / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 98 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

LiveBench olympiad / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 92.166 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

LiveBench theory_of_mind / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 84.615 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

LiveBench zebra_puzzle / 2026-06-25 / %

2026-09-302026-09-30
  • 2026-09-30: 100 result · Public table; published model effort variant · evaluation date not published; verification date shown · source ↗

One observation; no trend can be inferred.

output tokens per second / Max / tokens/s / Artificial Analysis model comparison; output speed

2026-09-292026-09-29
  • 2026-09-29: 55 measured · Artificial Analysis model comparison; output speed · source ↗

One observation; no trend can be inferred.

time to first token / Max / seconds / Artificial Analysis model comparison; includes reasoning

2026-09-292026-09-29
  • 2026-09-29: 290.98 measured · Artificial Analysis model comparison; includes reasoning · source ↗

One observation; no trend can be inferred.

end to end response time / Max / seconds / Artificial Analysis model comparison; includes reasoning

2026-09-292026-09-29
  • 2026-09-29: 300.06 measured · Artificial Analysis model comparison; includes reasoning · source ↗

One observation; no trend can be inferred.

coding category score history

2026-09-302026-09-30
  • 2026-09-30: 72 score · Scoring 3.0.0

One observation; no trend can be inferred.

reasoning category score history

2026-09-302026-09-30
  • 2026-09-30: 77 score · Scoring 3.0.0

One observation; no trend can be inferred.

math category score history

2026-09-302026-09-30
  • 2026-09-30: 94 score · Scoring 3.0.0

One observation; no trend can be inferred.

agents category score history

2026-09-302026-09-30
  • 2026-09-30: 80 score · Scoring 3.0.0

One observation; no trend can be inferred.

07 / EXPLORE

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