GPT-6 Astra

Released
2026-09-03
Last refreshed
2026-10-17
Status
Researched 2d ago
ProprietaryCommercial use: restrictedMultimodalCodingRAGAgentsLong contextVisionJSON / Tool useHighlight
OpenAI releases · 43 in the last 12 months · this family litChangelog →
Specifications
Family
GPT-6
Released
2026-09-03
Context
1.05M
Max output
128K
Knowledge cutoff
2026-04
Specialization
general
Openness
Proprietary
License
ProprietaryRestricted
Weights
Not released
Code
Unknown
Created by

Cutting-edge research and development.

San Francisco, California, United States
Founded 2015
Website
Pricing
Output / 1M
$50.00
Input / 1M
$10.00

Cheapest of 2 routes · OpenAI API · cache read $1.00

About

GPT-6 Astra is OpenAI's flagship GPT-6 model, announced September 3, 2026 as a new generation of intelligence for computer use, browsing, software engineering, cybersecurity, science, and professional work. Official OpenAI API id gpt-6-astra. Docs list a 1,050,000-token context window, 922,000 max input tokens, 128,000 max output tokens, Apr 30, 2026 knowledge cutoff, image+text input to text output, reasoning.effort low/medium/high/xhigh/max (none is not supported), function calling, structured outputs, prompt caching, Batch API, computer use, and code interpreter. OpenAI API Standard list is $10 per 1M input tokens and $50 per 1M output tokens.

Providers(2)

Compare all 2

Compare API pricing across 2 tracked provider routes for input and output tokens, batch, and cached reads when available.

ProviderInput / 1MOutput / 1MBatch in / outCacheRoute
OpenAI API$10.00$50.00$5.00 / $25.00read $1.00
Serverless
OpenRouter$10.00$50.00-read $1.00
Serverless

Available via routers & gateways(15)

Capabilities

VisionMultimodalReasoningJSON / Tool useStructured OutputsCode ExecutionPrompt CachingBatch API

Benchmark peer barsfor Coding

No task-mapped benchmark peers are available for this model yet.

Benchmark scores(5)

Scores are benchmark-specific and are direction-aware: the same numeric gap can mean very different outcomes across suites. Use the leaderboard context and this model's provider route to decide whether the winning margin is meaningful for your workload.
BenchmarkScoreVersionEvaluationSource
95.0ARC-AGI-2 semi-privateObserved 2026-10-01
Configuration: gpt-6-astra (Max)
Harness: ARC Prize semi-private evaluation
Evaluator: ARC Prize Foundation
Confidence: confirmed
Notes: ARC Prize official leaderboard data (ARC-AGI-2 semi-private), verified in https://arcprize.org/media/data/leaderboard/v2.json (generatedAt 2026-10-01T18:51Z) for modelDisplayName 'GPT-6 Astra (Max)'. Highest-scoring published effort selected. Discovered via Benchmark Heaven / Epoch AI mirror (lead only).
74.1DeepSWE 1.1Observed 2026-09-22
Configuration: gpt-6-astra (Extra High)
Harness: mini-swe-agent (Datacurve DeepSWE 1.1)
Evaluator: Datacurve
Confidence: confirmed
Notes: Datacurve DeepSWE 1.1 leaderboard (113 tasks, mini-swe-agent, Pass@1 over 4 runs). Verified on https://deepswe.datacurve.ai/ (page generated_at 2026-09-22; page shows integer %%). Precise value from Epoch AI mirror deepswe_external.csv (Source column = deepswe.datacurve.ai). Highest-scoring published effort selected.
53.3FrontierCode 1.1 MainObserved 2026-10-05
Configuration: gpt-6-astra (Max)
Harness: codex
Evaluator: Cognition
Confidence: confirmed
Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: codex. Highest-scoring published effort selected; timestamp is retrieval date.
97.6FrontierMath Tier 4 v2 (private)Observed 2026-08-30
Configuration: gpt-6-astra (Medium)
Harness: Epoch AI FrontierMath Tier 4 v2 private set
Evaluator: Epoch AI
Confidence: confirmed
Notes: Epoch AI-run evaluation (evaluator of record), from Epoch AI Benchmarking Hub data download https://epoch.ai/data/benchmark_data.zip (file frontiermath_tier_4_v2.csv, row 'gpt-6-astra_medium', run started 2026-08-30). Epoch data is CC BY 4.0: credit 'Epoch AI, Capabilities & benchmarking, https://epoch.ai/benchmarks'. Highest-scoring Epoch configuration for this model selected; other configurations exist in the same file. Discovered via Benchmark Heaven (lead only).
95.8diamondObserved 2026-08-30
Configuration: gpt-6-astra (Max)
Harness: Epoch AI Inspect harness (GPQA Diamond, 198 Q)
Evaluator: Epoch AI
Confidence: confirmed
Notes: Epoch AI-run evaluation (evaluator of record), from Epoch AI Benchmarking Hub data download https://epoch.ai/data/benchmark_data.zip (file gpqa_diamond.csv, row 'gpt-6-astra_max', run started 2026-08-30). Epoch data is CC BY 4.0: credit 'Epoch AI, Capabilities & benchmarking, https://epoch.ai/benchmarks'. Highest-scoring Epoch configuration for this model selected; other configurations exist in the same file. Discovered via Benchmark Heaven (lead only).

Migration checks

No linked migration route is available for this model yet.

API versions

gpt-6-astra