GPT-6 Astra vs Grok 4.6

API pricing, context window and capabilities for GPT-6 Astra and Grok 4.6, side by side. Prices are the cheapest listed serving route per 1M tokens, from LiteLLM and OpenRouter.

Verdict

computed from the published numbers

GPT-6 Astra wins on intelligence and on context window. Grok 4.6 wins on price.

Price
Grok 4.6
Terminal-Bench
Tied
Intelligence
GPT-6 Astra
Context window
GPT-6 Astra

Key takeaways

who wins on what, from the published numbers

GPT-6 Astra wins

  • Larger context window (1.1M vs 524K)

Grok 4.6 wins

  • Cheaper input ($10.00 vs $2.00 /1M)
  • Cheaper output ($50.00 vs $6.00 /1M)
  • Higher max output (128K vs 524K)
  • More serving providers (5 vs 8)
Cheaper overall
Grok 4.6
$2.00 + $6.00 /1M
Larger context
GPT-6 Astra
1.1M
More providers
Grok 4.6
8 providers

Pricing & specs

cheapest listed route · per 1M tokens
On-demand listed rates, OpenRouter routed quotes and Vercel reseller quotes. Enterprise commitments can be materially lower.
GPT-6 AstraGrok 4.6
Input $/1M$10.00via OpenAI $2.00via xAI best
Output $/1M$50.00via OpenAI $6.00via xAI best
Context window1.1M best524K
Max output128K 524K best
Serving providers5 8 best
DateReleased Sep 4, 2026 Released Aug 10, 2026

Benchmarks

Benchmark scores, side by side
GPT-6 AstraGrok 4.6
Intelligence52.7 best44.3
Terminal-Bench88% 88%
GPQA Diamond96% best95%
Output speed61 t/s best56 t/s
Latency (TTFT)280.05s 43.86s best

Cost calculator

choose a serving route for each side
Input tokens / month
Output tokens / month
GPT-6 Astra
via OpenAI
$100
Grok 4.6
via OpenRouter
$16

Capabilities

feature support, side by side
FeatureGPT-6 AstraGrok 4.6
Vision✓✓
Tool use✓✓
Reasoning✓✓
Audio——
Prompt caching✓✓
Structured output✓✓
Web search✓✓

Related comparisons

Frequently asked questions

Which is cheaper, GPT-6 Astra or Grok 4.6?
Grok 4.6 is cheaper for input ($10.00 vs $2.00 per 1M tokens) from xAI. Grok 4.6 is cheaper for output ($50.00 vs $6.00 per 1M tokens) from xAI.
What is the context window difference between GPT-6 Astra and Grok 4.6?
GPT-6 Astra has a 1.1M-token context window and Grok 4.6 has 524K tokens, so GPT-6 Astra can take a larger prompt.
How do GPT-6 Astra and Grok 4.6 compare on benchmarks?
On the tracked benchmarks, they score about the same on Terminal-Bench, and GPT-6 Astra leads on intelligence.
Listed prices from LiteLLM, OpenRouter and Vercel · last checked Oct 14, 2026

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