Head-to-head comparison

GPT-6 Astra vs. Grok 4.7

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

shared result series: 0
distinct benchmarks: 0
latest retrieval: No data

First modelSecond model

Specifications

General specifications

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

Specifications for GPT-6 Astra and Grok 4.7
Attribute	GPT-6 Astra	Grok 4.7
Provider	OpenAI	xAI
Released	Sep 3, 2026	Sep 21, 2026
Availability	Limited access	Active
Model type	Proprietary	Proprietary
Parameters	Not published	Not published
Architecture	Not published	Not published
Context window	1,050,000 tokens	500,000 tokens
Knowledge cutoff	April 30, 2026	Not published
Technical sources	Model, Context	Model

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 GPT-6 Astra and Grok 4.7
Price type	GPT-6 Astra	Grok 4.7
API input	$10 ≤272K / $20 >272K	$2 ≤200K / $4 >200K
API output	$50 ≤272K / $75 >272K	$6 ≤200K / $12 >200K
Cache read	$1 ≤272K / $2 >272K	$0.5 ≤200K / $1 >200K
Cache write (5 min.)	$12.5 ≤272K / $25 >272K	Not listed
Cache write (1 hr.)	Not listed	Not listed
Price verified	09/04/2026 Source	09/22/2026 Source

GPT-6 AstraGrok 4.7

API inputUSD per 1M tokens, base tier

GPT-6 Astra$10

Grok 4.7$2

API outputUSD per 1M tokens, base tier

GPT-6 Astra$50

Grok 4.7$6

Cache readUSD per 1M tokens, base tier

GPT-6 Astra$1

Grok 4.7$0.5

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 GPT-6 Astra and Grok 4.7
Model	Provider	Purchase route and tariff	Input per 1M tokens	Output per 1M tokens	Source
GPT-6 Astra	OpenAI	Direct from developerUp to 272,000 context tokens	$10	$50	Source09/04/2026
	OpenAI	Direct from developerAbove 272,000 context tokens	$20	$75	Source09/04/2026
	Azure	Via OpenRouterazure	$10	$50	Source09/22/2026
	Azure	Via OpenRouterazure/us	$11	$55	Source09/22/2026
	OpenAI	Via OpenRouteropenai	$10	$50	Source09/22/2026
	OpenAI	Via OpenRouteropenai/fast	$20	$100	Source09/22/2026
	OpenAI	Via OpenRouteropenai/flex	Lowest listed price: $5	Lowest listed price: $25	Source09/22/2026
Grok 4.7	xAI	Direct from developerUp to 200,000 context tokens	$2	$6	Source09/22/2026
	xAI	Direct from developerAbove 200,000 context tokens	$4	$12	Source09/22/2026
	xAI	Via OpenRouterxai	Lowest listed price: $1.6	Lowest listed price: $4.8	Source09/22/2026
	xAI	Via OpenRouterxai/priority	$3.2	$9.6	Source09/22/2026
	xAI	Via OpenRouterxai/zdr	Lowest listed price: $1.6	Lowest listed price: $4.8	Source09/22/2026
	xAI	Via OpenRouterxai/zdr/priority	$3.2	$9.6	Source09/22/2026

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 GPT-6 Astra and Grok 4.7 currently matches in version, task, metric, and comparison cohort. We therefore show no estimated or blended values.

Our model tests

Our tests

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.

GPT-6 Astra

Reasoning (requested): high

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
Reasoning setting: high
Pinned endpoint: OpenAI | openai/gpt-6-astra-20260903
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.

Grok 4.7

Not tested yet

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 GPT-6 Astra and Grok 4.7 with other leading models using the same data and benchmark logic.

View the complete LLM comparison