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Head-to-head comparison

Claude Opus 4.5 vs. GPT-6 Astra

Compare published benchmark results from matching versions and cohorts, API pricing, and technical specifications. Any documented test setup differences remain visible.

shared result series
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distinct benchmarks
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latest retrieval
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Specifications

General specifications

Release date, availability, context window, architecture, and published parameter counts at a glance. Undisclosed details remain marked as unavailable.

Specifications for Claude Opus 4.5 and GPT-6 Astra
AttributeClaude Opus 4.5GPT-6 Astra
ProviderAnthropicOpenAI
ReleasedNov 2025Sep 3, 2026
AvailabilityActiveLimited access
Model typeProprietaryProprietary
ParametersNot publishedNot published
ArchitectureNot publishedNot published
Context window200,000 tokens1,050,000 tokens
Knowledge cutoffMarch 2025April 30, 2026
Technical sourcesModel, ContextModel, Context

Pricing

API pricing compared

The table compares official standard API rates per 1M tokens, including published cache pricing. Batch, fast, priority, regional surcharges, tool calls, and cloud platform pricing are excluded.

API pricing for Claude Opus 4.5 and GPT-6 Astra
Price typeClaude Opus 4.5GPT-6 Astra
API input$5$10 ≤272K / $20 >272K
API output$25$50 ≤272K / $75 >272K
Cache read$0.5$1 ≤272K / $2 >272K
Cache write (5 min.)$6.25$12.5 ≤272K / $25 >272K
Cache write (1 hr.)$10Not listed
Price verified07/30/2026 Source09/04/2026 Source
Claude Opus 4.5GPT-6 Astra
API inputUSD per 1M tokens, base tier
Claude Opus 4.5Lower price$5
GPT-6 Astra$10
API outputUSD per 1M tokens, base tier
Claude Opus 4.5Lower price$25
GPT-6 Astra$50
Cache readUSD per 1M tokens, base tier
Claude Opus 4.5Lower price$0.5
GPT-6 Astra$1

Key to the marks:better valuebetter, but not conclusivetie

Pricing by provider

Direct developer pricing and provider endpoint tariffs routed through OpenRouter are listed separately. Prices are in USD per 1M tokens. Context-dependent direct tiers plus regional, Flex, Priority, and other OpenRouter tariffs remain individually identifiable.

Provider pricing for Claude Opus 4.5 and GPT-6 Astra
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
Claude Opus 4.5AnthropicDirect from developerStandard APILowest listed price: $5Lowest listed price: $25Source07/30/2026
Amazon BedrockVia OpenRouteramazon-bedrockLowest listed price: $5Lowest listed price: $25Source09/12/2026
Amazon BedrockVia OpenRouteramazon-bedrock/eu-west-1$5.5$27.5Source09/12/2026
AnthropicVia OpenRouteranthropicLowest listed price: $5Lowest listed price: $25Source09/12/2026
AzureVia OpenRouterazure/globalLowest listed price: $5Lowest listed price: $25Source09/12/2026
Claude Platform on AWSVia OpenRouterclaude-on-awsLowest listed price: $5Lowest listed price: $25Source09/12/2026
GoogleVia OpenRoutergoogle-vertex/globalLowest listed price: $5Lowest listed price: $25Source09/12/2026
GPT-6 AstraOpenAIDirect from developerUp to 272,000 context tokens$10$50Source09/04/2026
OpenAIDirect from developerAbove 272,000 context tokens$20$75Source09/04/2026
AzureVia OpenRouterazure$10$50Source09/12/2026
AzureVia OpenRouterazure/us$11$55Source09/12/2026
OpenAIVia OpenRouteropenai$10$50Source09/12/2026
OpenAIVia OpenRouteropenai/fast$20$100Source09/12/2026
OpenAIVia OpenRouteropenai/flexLowest listed price: $5Lowest listed price: $25Source09/12/2026

Performance

Shared benchmarks

Only published results with the same benchmark version, task, metric, and comparison cohort are paired. Different reasoning levels, agents, harnesses, or output limits appear directly in the table.

Capability profile from matched benchmarks

Each axis averages directly matched benchmark families. A value of 100 means the stronger value within this pair, not a universal quality score.

Not enough directly matched categories for a reliable radar

Only 0 of at least 5 categories have comparable, direct model measurements. The benchmark tables below show the available evidence without filling missing axes.

No directly comparable result series yet

No published benchmark for Claude Opus 4.5 and GPT-6 Astra currently matches in version, task, metric, and comparison cohort. We therefore show no estimated or blended values.

Our model tests

Community tests you can inspect

Compare how the models respond to the same prompt. Each test shows the first attempt, with no subsequent fixes to the generated code. These results do not contribute to an overall score.

Pelican on a bicycle

A community classic for free-form SVG drawing.

Claude Opus 4.5

Not tested yet

GPT-6 Astra

GPT-6 Astra: Pelican on a bicycle
A community classic for free-form SVG drawing.
First attempt
Run date
7 Sept 2026
API provider
openrouter
Requested API model
openai/gpt-6-astra
API model reported in response
openai/gpt-6-astra
Pinned endpoint
OpenAI | openai/gpt-6-astra-20260903
Reasoning setting
high
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Passed, not a quality rating
Response time
141.7 s

Visually reviewed. This individual test does not establish overall model quality.

Prompt and test conditions

Generate an SVG of a pelican riding a bicycle

Token limit including reasoning: 8,192 tokens

Task origin (Simon Willison)

How to read this comparison

Winning one benchmark is not an overall verdict

Your workload, budget, and required context length matter most. A coding benchmark says little about visual understanding or agent performance.

The standard price table uses direct developer rates. The provider comparison labels OpenRouter endpoints, regions, and special tariffs separately.

Every result links to its measurement source and retrieval date. Labels distinguish vendor reports, official benchmark leaderboards, and independent evaluations. Disputed or archived results are excluded.

More matchups

Compare Claude Opus 4.5 and GPT-6 Astra with other leading models using the same data and benchmark logic.

View the complete LLM comparison