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ModelCap

GPT-6 Astra

Current board #1NewAPI only7d #8 → #1

OpenAI·openai/gpt-6-astra

GPT-6 Astra is ModelCap current-board rank #1 with Index 93.7 (Measured), from the ModelCap Index as of 9 Sept 2026, 19:33 UTC.

GPT-6 Astra listed OpenRouter input price is $10.00 per 1M tokens and listed output price is $50.00 per 1M tokens, from OpenRouter listed prices as of 9 Sept 2026, 19:33 UTC.

GPT-6 Astra has a published context limit of 1M tokens in the ModelCap catalogue as of 9 Sept 2026, 19:33 UTC.

GPT-6 Astra has 5 published OpenRouter serving endpoints, from OpenRouter as of 9 Sept 2026, 19:33 UTC.

GPT-6 Astra weight access is api only, from ModelCap classification of published repository metadata as of 9 Sept 2026, 19:33 UTC.

Snapshot facts · download the public dataset · methodology

ModelCap Index · Current board
93.7#1
Measured · 25% support · score interval 71.9–100.0
Evidence as of 8 Sept 2026, 00:00 UTC
Market Gravity
52.4
Secondary market signal
Input
$10.00
per 1M tokens
Output
$50.00
per 1M tokens
Context
1M
tokens
Providers
5
endpoints
Gateway spend
9.85%
latest · Vercel share

Providers

Uptime measured over the last 30 minutes
ProviderInputOutputContextQuantUptime
OpenAIflexCheapest$5.00$25.001M100.0%
Azure$10.00$50.001M99.76%
OpenAI$10.00$50.001M99.82%
Azureus$11.00$55.001M
OpenAIfast$20.00$1001M100.0%

Reasoning efforts

Best supported result can inform ModelCap

Published Max, X-High, High and other configurations for this model. These are sourced scores, not head-to-head essays.

EffortAgent scoreSource rankSampleSource
Max
GPT 6 Astra (Max)
12.55%
CI 10.414.7%
#2636K obs
9K sessions
LMArena Agent
Match 100%

ModelCap Index · Current board

Methodology
93.7
Measured · 4 public benchmark observations across 4 boards
Current board
#1
Public rank basis
Measured (measured)
Index support
25.1% · moderate
Index interval
71.9–100.0
Rank posterior
Not available
Top 5 / Top 10 probability
Not available / Not available
Posterior as of
Snapshot timestamp unavailable
Evidence as of
8 Sept 2026, 00:00 UTC
Identity binding
Exact catalogue product · openai/openai/gpt-6-astra · aggregates disclosed benchmark configurations · endpoint configuration not claimed
Index observations used
4
Qualified Index evidence point
93.7
Bayesian Evidence Score · measured evidence input only

BES normalizes admitted public benchmark evidence for measured Index rows. Its legacy score and observables prior do not define the public language rank.

Observed capability
93.7
Evidence status
provisional · 71% mass
General preference
94.8
Coding
Agents & tools
80.9
Reasoning
82.2
Evidence breadth
88%
Evidence coverage
25%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
38.1
Liquidity (providers × uptime)
76.1
Open reach (HF downloads)
Surface (context / tools / modalities)
100.0
Freshness
98.1
  • · OpenRouter popularity #35
  • · 2 live providers
  • · Catalogue: context 1050000, reasoning, tools, modalities File/Image/Text
  • · First seen 2026-09-04

These adoption and deployment observations remain context only. They do not change this model's ModelCap Index score or rank.

BES evidence selected · measured input only

The bounded 0–100 capability score blends each source’s competitive placement with its published achievement, then combines capability families. Evidence breadth adds a modest uncertainty adjustment; price and popularity are not part of benchmark-led rank.

Deployment readiness

Metadata index
49.7
partial · 56% metadata coverage
Not capability
Artifact reproducibility
0.0
Access & legal clarity
30.3
Deployability
90.0
Evaluation provenance
83.2

Missing: artifactReproducibility.revision-sha, artifactReproducibility.architecture-and-model-type, artifactReproducibility.parameter-count, artifactReproducibility.serialized-weight-format, artifactReproducibility.base-lineage, accessLegalClarity.declared-license, accessLegalClarity.resolvable-license-terms, evaluationProvenance.evaluation-dataset-revisions.

A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.

Market activity

Venue coverage
Market Gravity
52.4
OpenRouter weekly popularity
#35 of 312

Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.

Arena preference

No matched Arena rating

This model is visible because it is available in the live catalogue, but it has no trustworthy community result yet. ModelCap does not infer a quality score from price, features, or market activity.

Market Gravity breakdown

Usage55%
38.1

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
76.1

Independent providers versus the model's open or closed cohort, weighted by uptime.

Open reach15%
50.0

Hugging Face 30-day downloads for open models; neutral for closed models.

Freshness5%
98.1

Time since first public availability, on a six-month half-life.

Specification

Context window
1M tokens
Max output
128K tokens
Inputs
File, Image, Text
Outputs
Text
Tokenizer
GPT
Cached input tokens
$1.00 / 1M
First seen on OpenRouter
4 Sept 2026

Capabilities

  • Supported: Reasoning
  • Supported: Tool use
  • Supported: Structured output
  • Supported: Response format
  • Supported: Moderated

Compare GPT-6 Astra with

Pick any model

Benchmark leaderboards featuring GPT-6 Astra

All leaderboards
Public benchmark boards on which GPT-6 Astra has a published result
LeaderboardScoreSource rankConfigurationPublished
LMArena Agent leaderboardLMArena12.5%10.4%–14.7%#2 of 43Max8 Sept 2026
ARC-AGI-2 leaderboardARC Prize Foundation95.0%#1 of 213Max4 Sept 2026
ARC-AGI-3 leaderboardARC Prize Foundation62.7%#7 of 39Max4 Sept 2026
Artificial Analysis Intelligence IndexArtificial Analysis52.8#3 of 132intelligence-index:v4.3:max7 Sept 2026
Terminal-Bench 2.1 (Artificial Analysis run)Artificial Analysis88.4%#10 of 236terminal-bench:2.1:terminus-2:e2b:pass-at-1:3-repeats:source-model="GPT-6 Astra (max)":reasoning=true5 Sept 2026
Humanity's Last Exam (Artificial Analysis run)Artificial Analysis54.7%#6 of 603hle:may-2025:text-only-2158:no-tools:pass-at-1:source-model="GPT-6 Astra (max)":reasoning=true5 Sept 2026
Terminal-Bench 4.0 leaderboardTerminal-Bench (Laude Institute)58.2%55.4%–61.0%#1 of 18Codex · Max3 Sept 2026

Alternatives to GPT-6 Astra, by the numbers

Ranked neighbours

Models within 3 places of #1 on the ModelCap Index.

Other ranked OpenAI models

The same publisher's other current models with a public Index position.

GPT-6 Astra: common questions

How does GPT-6 Astra rank among AI models?

GPT-6 Astra holds ModelCap Index position #1 of 187 ranked language models as of 9 September 2026, with an Index score of 93.7 (interval 71.9–100.0); evidence: measured. The Index combines public benchmark boards with published uncertainty; the methodology page explains the weighting.

How much does GPT-6 Astra cost per 1M tokens?

GPT-6 Astra is listed at $10.00 per 1M input tokens and $50.00 per 1M output tokens as of 9 September 2026; the lowest output price among 2 providers is $25.00 on OpenAI. Prices come from the OpenRouter catalogue and re-observe on every refresh. For 1,000 requests using 2,000 input and 500 output tokens each, the listed rates imply $45.00 total (2M input + 0.5M output). This excludes caching, batch discounts, prompt-length tiers, tool charges and retries; verify the chosen endpoint's rate and limits before budgeting.

What is the context window of GPT-6 Astra?

GPT-6 Astra has a published context window of 1M tokens (1,050,000) and a maximum output of 128K tokens. Individual providers can serve less than the published maximum; the providers table lists each endpoint's own limit.

Is GPT-6 Astra open-weight?

API only. No downloadable model weights are linked in the current source data; access is through a hosted API or product.

Which API providers serve GPT-6 Astra?

2 providers serve GPT-6 Astra through OpenRouter as of 9 September 2026: OpenAI and Azure. Each provider's price, context limit, quantization and measured uptime are in the providers table above.

Which benchmarks has GPT-6 Astra been evaluated on?

GPT-6 Astra has published results on 7 public boards tracked by ModelCap as of 9 September 2026: LMArena Agent 12.5% (#2 of 43), ARC-AGI-2 95.0% (#1 of 213), ARC-AGI-3 62.7% (#7 of 39), AA Intelligence Index 52.8 (#3 of 132) and AA Terminal-Bench 2.1 88.4% (#10 of 236) and more. Each board page ranks every tracked model on that benchmark; the ModelCap Index combines them with published uncertainty.

How does GPT-6 Astra compare with Muse Spark 1.3?

GPT-6 Astra ranks #1 (Index 93.7) and Muse Spark 1.3 ranks #2 (Index 88.7) on the ModelCap Index as of 9 September 2026. The head-to-head page lines up their benchmarks, listed prices, context windows and provider counts side by side.

When was GPT-6 Astra released?

GPT-6 Astra first appeared in the catalogue on 4 Sept 2026. It is the current version in its family. Rank and price movements since then are recorded on the site's changes feed.