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Claude Opus 4.8 vs Kimi K3.1 Pro Highspeed (Runpod)

Kimi K3.1 Pro Highspeed (Runpod) is cheaper on output tokens, while Kimi K3.1 Pro Highspeed (Runpod) offers a larger context window. Choose Claude Opus 4.8 or Kimi K3.1 Pro Highspeed (Runpod) based on the trade-off between cost, context, and the benchmarks that matter for your use case.

SpecClaude Opus 4.8Kimi K3.1 Pro Highspeed (Runpod)
ProviderAnthropicLLM Gateway
Input / 1M tokens$5.00$4.00
Output / 1M tokens$25.00$20.00
Context window1M1M
Parameters——
Open weights—No
Released—Oct 2026
GPQA Diamond score91.0—
FrontierMath score47.2—
Epoch Capabilities Index score160—
LMArena (Chatbot Arena) Elo score1461—
LMArena WebDev Elo score1556—
LMArena Vision Elo score1294—

FAQ

Is Claude Opus 4.8 or Kimi K3.1 Pro Highspeed (Runpod) cheaper?

Kimi K3.1 Pro Highspeed (Runpod) is cheaper on output tokens ($20.00 vs $25.00 per 1M).

Which has the larger context window, Claude Opus 4.8 or Kimi K3.1 Pro Highspeed (Runpod)?

Kimi K3.1 Pro Highspeed (Runpod) has the larger context window (1M tokens).

Pricing is indicative — confirm with the provider before production use. Highlighted values indicate the better figure for that row.