Claude Opus 4.8 vs Grok 4.3

API pricing, context window and capabilities for Claude Opus 4.8 and Grok 4.3, side by side. Prices are the cheapest serving route per 1M tokens, verified against LiteLLM and OpenRouter.

Verdict

computed from the published numbers

Claude Opus 4.8 wins on coding and on intelligence. Grok 4.3 wins on price.

Price
Grok 4.3
Coding
Claude Opus 4.8
Intelligence
Claude Opus 4.8
Context window
Tied

Key takeaways

who wins on what, from the published numbers

Claude Opus 4.8 wins

  • More serving providers (4 vs 1)

Grok 4.3 wins

  • Cheaper input ($5.00 vs $1.25 /1M)
  • Cheaper output ($25.00 vs $2.50 /1M)
  • Higher max output (128K vs 1M)
  • Has web search
Cheaper overall
Grok 4.3
$1.25 + $2.50 /1M
Larger context
Tied
More providers
Claude Opus 4.8
4 providers

Pricing & specs

cheapest serving route · per 1M tokens
Claude Opus 4.8Grok 4.3
Input $/1M$5.00 $1.25 best
Output $/1M$25.00 $2.50 best
Context window1M 1M
Max output128K 1M best
Serving providers4 best1
Released2026-05-28 2026-04-18

Benchmarks

Artificial Analysis indices, side by side
Claude Opus 4.8Grok 4.3
Intelligence55.7 best37.6
Coding74.3 best42.3
GPQA Diamond92% best90%
Output speed68 t/s 113 t/s best
Latency (TTFT)38.57s 17.26s best

Cost calculator

choose a serving route for each side
Input tokens / month
Output tokens / month
Claude Opus 4.8
via Amazon Bedrock
$50
Grok 4.3
via xAI
$8.75

Capabilities

feature support, side by side
FeatureClaude Opus 4.8Grok 4.3
Vision
Tool use
Reasoning
Audio
Prompt caching
Structured output
Web search

Related comparisons

Frequently asked questions

Which is cheaper, Claude Opus 4.8 or Grok 4.3?
Grok 4.3 is cheaper for input ($5.00 vs $1.25 per 1M tokens). Grok 4.3 is cheaper for output ($25.00 vs $2.50 per 1M tokens).
What is the context window difference between Claude Opus 4.8 and Grok 4.3?
Both Claude Opus 4.8 and Grok 4.3 have about a 1M-token context window.
How do Claude Opus 4.8 and Grok 4.3 compare on benchmarks?
On the tracked Artificial Analysis indices, Claude Opus 4.8 leads on coding, and Claude Opus 4.8 leads on intelligence.
Pricing verified against LiteLLM + OpenRouter + provider pages · refreshed daily

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