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Favicon for openai

OpenAI: GPT-6 Astra

openai/gpt-6-astra

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GPT-6 Astra is OpenAI's flagship model for demanding end-to-end work. It is suited for advanced analysis, software engineering, deep research, scientific work, and document creation, with particular strengths in long-horizon agentic tasks that involve computer and browser use.

Modalities
In / Out Price
$10 / $50per 1M
Context
1.1M
Released
Sep 4, 2026
Compare
ProvidersPricingPerformanceUptimeBenchmarksAppsActivityDocumentationFAQExplore

Providers

Different companies host the same model. OpenRouter routes your request to one of them based on the routing mode you pick — Balanced (price + speed), Nitro (fastest), or Floor (cheapest).

Pricing

The average price customers actually pay for this model, next to the prices providers post. Caching and discounts mean the price actually paid is often well below the listed one.

Performance

Throughput is how fast the model writes (tokens per second — higher is better). Latency is total round-trip time (lower is better). TTFT is time-to-first-token — how long before you see anything appear (lower is better).

Uptime

Uptime is the percentage of the past 3 days that at least one provider was responding to requests. Availability is the percentage of time that inference was successfully served. OpenRouter continuously monitors and uses the next-best provider when one returns an error.

Benchmarks

Scores on standardized evaluations and this model’s own outputs on shared benchmark prompts. Higher percentages are better — and each rank shows where this model lands among the models evaluated on that source.

Benchmark score summary for OpenAI: GPT-6 Astra (Artificial Analysis and Vals AI)
SourceBenchmarkScore
Artificial AnalysisGPT-6 Astra (High) Intelligence Index50.9
Artificial AnalysisGPT-6 Astra (High) Coding Index77.1
Artificial AnalysisGPT-6 Astra (High) Agentic Index48.2
Artificial AnalysisGPT-6 Astra (High) GPQA Diamond94.9%
Artificial AnalysisGPT-6 Astra (High) HLE53.1%
Artificial AnalysisGPT-6 Astra (High) AA-LCR80.0%
Artificial AnalysisGPT-6 Astra (High) τ-Bench Banking40.0%
Artificial AnalysisGPT-6 Astra (High) GDPval-AA51.8%
Artificial AnalysisGPT-6 Astra (High) CritPt28.9%
Artificial AnalysisGPT-6 Astra (High) SciCode55.4%
Artificial AnalysisGPT-6 Astra (High) Terminal-Bench 4.054.0%
Artificial AnalysisGPT-6 Astra (High) Terminal-Bench 2.189.9%
Artificial AnalysisGPT-6 Astra (High) AA-Omniscience Accuracy61.1%
Artificial AnalysisGPT-6 Astra (High) AA-Omniscience Non-Hallucination Rate55.2%
Artificial AnalysisGPT-6 Astra (Xhigh) Intelligence Index52.4
Artificial AnalysisGPT-6 Astra (Xhigh) Coding Index75.9
Artificial AnalysisGPT-6 Astra (Xhigh) Agentic Index50.2
Artificial AnalysisGPT-6 Astra (Xhigh) GPQA Diamond96.3%
Artificial AnalysisGPT-6 Astra (Xhigh) HLE54.6%
Artificial AnalysisGPT-6 Astra (Xhigh) AA-LCR80.0%
Artificial AnalysisGPT-6 Astra (Xhigh) τ-Bench Banking43.1%
Artificial AnalysisGPT-6 Astra (Xhigh) GDPval-AA53.5%
Artificial AnalysisGPT-6 Astra (Xhigh) CritPt31.4%
Artificial AnalysisGPT-6 Astra (Xhigh) SciCode55.7%
Artificial AnalysisGPT-6 Astra (Xhigh) Terminal-Bench 4.059.6%
Artificial AnalysisGPT-6 Astra (Xhigh) Terminal-Bench 2.189.1%
Artificial AnalysisGPT-6 Astra (Xhigh) AA-Omniscience Accuracy61.9%
Artificial AnalysisGPT-6 Astra (Xhigh) AA-Omniscience Non-Hallucination Rate51.7%
Artificial AnalysisGPT-6 Astra (Max) Intelligence Index52.7
Artificial AnalysisGPT-6 Astra (Max) Coding Index76.9
Artificial AnalysisGPT-6 Astra (Max) Agentic Index51.0
Artificial AnalysisGPT-6 Astra (Max) GPQA Diamond96.1%
Artificial AnalysisGPT-6 Astra (Max) HLE54.7%
Artificial AnalysisGPT-6 Astra (Max) AA-LCR80.7%
Artificial AnalysisGPT-6 Astra (Max) τ-Bench Banking41.4%
Artificial AnalysisGPT-6 Astra (Max) GDPval-AA54.2%
Artificial AnalysisGPT-6 Astra (Max) CritPt31.7%
Artificial AnalysisGPT-6 Astra (Max) SciCode56.5%
Artificial AnalysisGPT-6 Astra (Max) Terminal-Bench 4.059.1%
Artificial AnalysisGPT-6 Astra (Max) Terminal-Bench 2.188.4%
Artificial AnalysisGPT-6 Astra (Max) AA-Omniscience Accuracy62.6%
Artificial AnalysisGPT-6 Astra (Max) AA-Omniscience Non-Hallucination Rate48.7%
Artificial AnalysisGPT-6 Astra (Medium) Intelligence Index49.6
Artificial AnalysisGPT-6 Astra (Medium) Coding Index76.7
Artificial AnalysisGPT-6 Astra (Medium) Agentic Index46.0
Artificial AnalysisGPT-6 Astra (Medium) GPQA Diamond93.9%
Artificial AnalysisGPT-6 Astra (Medium) HLE52.7%
Artificial AnalysisGPT-6 Astra (Medium) AA-LCR79.7%
Artificial AnalysisGPT-6 Astra (Medium) τ-Bench Banking35.5%
Artificial AnalysisGPT-6 Astra (Medium) GDPval-AA49.9%
Artificial AnalysisGPT-6 Astra (Medium) CritPt29.1%
Artificial AnalysisGPT-6 Astra (Medium) SciCode54.2%
Artificial AnalysisGPT-6 Astra (Medium) Terminal-Bench 4.049.5%
Artificial AnalysisGPT-6 Astra (Medium) Terminal-Bench 2.189.5%
Artificial AnalysisGPT-6 Astra (Medium) AA-Omniscience Accuracy60.6%
Artificial AnalysisGPT-6 Astra (Medium) AA-Omniscience Non-Hallucination Rate53.5%
Artificial AnalysisGPT-6 Astra (Low) Intelligence Index45.8
Artificial AnalysisGPT-6 Astra (Low) Coding Index75.7
Artificial AnalysisGPT-6 Astra (Low) Agentic Index38.8
Artificial AnalysisGPT-6 Astra (Low) GPQA Diamond93.1%
Artificial AnalysisGPT-6 Astra (Low) HLE49.2%
Artificial AnalysisGPT-6 Astra (Low) AA-LCR80.0%
Artificial AnalysisGPT-6 Astra (Low) τ-Bench Banking32.0%
Artificial AnalysisGPT-6 Astra (Low) GDPval-AA45.2%
Artificial AnalysisGPT-6 Astra (Low) CritPt26.3%
Artificial AnalysisGPT-6 Astra (Low) SciCode54.1%
Artificial AnalysisGPT-6 Astra (Low) Terminal-Bench 4.041.9%
Artificial AnalysisGPT-6 Astra (Low) Terminal-Bench 2.188.0%
Artificial AnalysisGPT-6 Astra (Low) AA-Omniscience Accuracy59.5%
Artificial AnalysisGPT-6 Astra (Low) AA-Omniscience Non-Hallucination Rate53.1%
Vals AIGPT-6 Astra Code Migration v1.180.6%
Vals AIGPT-6 Astra CyberBench v1.141.1%
Vals AIGPT-6 Astra EMB v1.172.7%
Vals AIGPT-6 Astra Finance Agent v2.160.4%
Vals AIGPT-6 Astra Vals Finance Index55.6%
Vals AIGPT-6 Astra HLAB-Vals-1.17.1%
Vals AIGPT-6 Astra IOI100.0%
Vals AIGPT-6 Astra Vals Legal Index68.4%
Vals AIGPT-6 Astra Legal Research Bench39.4%
Vals AIGPT-6 Astra MedCode48.5%
Vals AIGPT-6 Astra MedScribe87.9%
Vals AIGPT-6 Astra ProgramBench5.5%
Vals AIGPT-6 Astra ProofBench v1.199.0%
Vals AIGPT-6 Astra Vals RSI Index27.1%
Vals AIGPT-6 Astra SAGE46.4%
Vals AIGPT-6 Astra Vals Science Index65.1%
Vals AIGPT-6 Astra SRE Bench56.9%
Vals AIGPT-6 Astra SWE-bench Multimodal43.3%
Vals AIGPT-6 Astra Tax Agent Bench20.7%
Vals AIGPT-6 Astra Terminal-Bench 4.059.6%
Vals AIGPT-6 Astra Vals Index65.0%
Vals AIGPT-6 Astra Vibe Code Bench 1-10027.6%
Vals AIGPT-6 Astra Vibe Code Bench v1.189.6%

Apps

Public apps that send the most traffic to this model. Good signal for what real production workloads look like — and a hint at which use cases this model is best suited for.

Activity

Token volume and request traffic to this model over time.

API

Drop-in code to call this model. OpenRouter's API is OpenAI-compatible — most SDKs work by just swapping the base URL. The only thing that changes between models is the model slug below.

OpenAI: GPT Astra versions

Not currently available through EU in-region routing. In-region routing docs

Documentation

Guides, cookbooks, blog posts, and tools for building with OpenAI: GPT-6 Astra on OpenRouter.

  • GPT-6 Migration GuideCookbook

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Latency / throughput
$10.00$50.00$1.004.55s34 tps
85.77%
$10.00$50.00$1.002.86s40 tps
99.94%
Not used in Standard routing:Why these endpoints are not used
Flex
$5.00$25.00$0.506.09s53 tps
98.57%
$11.00$55.00$1.101.35s49 tps
--
$11.00$55.00$1.102.97s29 tps
97.42%
Fast
$20.00$100.00$2.001.65s64 tps
100.00%
Ultrafast
$60.00$300.00$6.002.66s104 tps
99.64%
Throughput
104tok/s

P50, best across providers

Latency
1.35s

P50, best provider

AutoExacto benchmarks
GPQA DiamondTAU-BenchAzure (US)95.1%70.0%Azure93.4%69.3%OpenAI94.8%67.7%auto-routing94.4%68.0%Amazon Bedrock94.5%66.7%
Uptime (3d)The model was reachable. Request routed to a provider.
100.00%
Availability (3d)The model returned inference from any provider. Errors and empty responses count against it.
94.73%

Availability over the last 3 days

Last 72 hours
Availability 94.73%
3 Days Ago2 Days AgoYesterdayNow

Availability over the last 24 hours

OpenRouter Availability
95.16%
Without Routing
95.09%

When an error occurs in an upstream provider, we can recover by routing to another healthy provider, if your request filters allow it. You can access per-provider uptime data programmatically through the Endpoints API. Learn more about our load balancing and provider routing options.

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Frequently asked questions

GPT-6 Astra is OpenAI's flagship model for demanding end-to-end work. It is suited for advanced analysis, software engineering, deep research, scientific work, and document creation, with particular strengths in long-horizon agentic tasks that involve computer and browser use.

The GPT-6 Astra documentation on OpenRouter includes the GPT-6 Migration Guide cookbook. The quickstart covers API keys and your first request, and the API reference lists every parameter.

GPT-6 Astra costs $10.00/M input tokens and $50.00/M output tokens, with separate rates for Cache Read at $1.00/M tokens, Cache Write at $12.50/M tokens, and Web Search at $10.00/1K calls.

GPT-6 Astra has a 1,050,000 token context window. It supports up to 128,000 completion tokens.

Yes. GPT-6 Astra accepts tools and tool_choice for function calling. It also supports structured outputs via a JSON schema in response_format.

Yes. OpenAI caches prompts of 1024 tokens or more automatically, and GPT-6 Astra bills a cache write on each cached prompt whether or not the cached prefix is read again. To turn caching off for a request, set prompt_cache_options.mode to "explicit" at the request root and do not mark any content block with prompt_cache_breakpoint. Explicit mode disables OpenAI-managed breakpoints, so a request with none of your own has no cacheable prefix and is billed at the plain input rate. See the prompt caching guide.

GPT-6 Astra accepts files such as PDFs, images, and text as input and returns text.

GPT-6 Astra is served by 3 providers on OpenRouter: OpenAI, Azure, and Amazon Bedrock. Requests are routed to the best available provider, with automatic failover to the others, and you can pin or exclude providers with provider routing.

GPT-6 Astra was released on September 4, 2026.