Claude Opus 4.8 vs Kimi K3
Claude Opus 4.8 and Kimi K3 are both current production-tier models. Kimi K3 is meaningfully cheaper at $3 / $15 per 1M. Claude Opus 4.8 leads on reasoning, instruction following, tool use.
Specs side by side
| Metric | Anthropic Claude Opus 4.8 | Z.ai Kimi K3 |
|---|---|---|
| Input price (per 1M) | $5 | $3 |
| Output price (per 1M) | $25 | $15 |
| Context window | 1M tokens | 1.0M tokens |
| Speed tier | slow | balanced |
| Open weights | No | No |
| EU region | Yes | No |
| Free tier | No | No |
| Prompt caching | Yes | Yes |
| Vision input | Yes | Yes |
| Extended thinking | Yes | Yes |
When to choose each
Choose Claude Opus 4.8 if…
- EU data residency is required
- HIPAA eligibility is required
- Reasoning is central to your workload
- Instruction following is central to your workload
Choose Kimi K3 if…
- Kimi K3 is in the same tier as Claude Opus 4.8 — pick by provider preference or API ecosystem
Benchmark delta
Claude Opus 4.8 leads on
- Reasoning
- Instruction following
- Tool use
Kimi K3 leads on
Kimi K3 has no meaningful benchmark lead in this pair.
FAQ — Claude Opus 4.8 vs Kimi K3
Claude Opus 4.8 vs Kimi K3 — which is better?
Claude Opus 4.8 and Kimi K3 are both current production-tier models. Kimi K3 is meaningfully cheaper at $3 / $15 per 1M. Claude Opus 4.8 leads on reasoning, instruction following, tool use. The right pick depends on your use case — see "When to choose each" above for a data-driven decision.
How does Claude Opus 4.8 pricing compare to Kimi K3?
Claude Opus 4.8 costs $5 / $25 per 1M vs Kimi K3 at $3 / $15 per 1M. Kimi K3 is cheaper on output tokens by roughly 67%. Both support prompt caching, which reduces effective cost by 80-90% on repeat system prompts.
Does Claude Opus 4.8 or Kimi K3 have the bigger context window?
Kimi K3 has a 1.0M-token context window — 1× the 1M context of Claude Opus 4.8. Enough for entire codebases, books, or multi-document RAG.
Is there a free tier for Claude Opus 4.8 or Kimi K3?
Claude Opus 4.8: no — Free via Claude.ai web chat; API requires paid credits. Kimi K3: no — No free API tier; kimi.com web chat is free with limits.
Which is better for coding — Claude Opus 4.8 or Kimi K3?
Claude Opus 4.8 leads on coding benchmarks (Claude Opus 4.8: 97/100, Kimi K3: 95/100). For production coding agents also weigh tool-use performance — Claude Opus 4.8 scores 96, Kimi K3 scores 90.