Anthropic Claude Opus 5 (200k) vs Moonshot Kimi K3.7 (512k)
Side-by-side comparison of pricing, context window, capabilities, and a real-cost sample workload.
Anthropic Claude Opus 5 (200k)
Moonshot Kimi K3.7 (512k)
Detailed Comparison
| Dimension | Anthropic Claude Opus 5 (200k) | Moonshot Kimi K3.7 (512k) |
|---|---|---|
| Provider | Anthropic | Moonshot AI |
| Context window Winner | 200K | 512K |
| Input price ($/1M) Winner | $5.00 | $0.60 |
| Output price ($/1M) Winner | $25.00 | $2.50 |
| Sample workload cost Winner 1M input + 500K output tokens | $17.50 | $1.85 |
| Released TieTie | 2026-07 | 2026-07 |
| Tokenizer | claude-4 | kimi |
The verdict
On the dimensions we measured, Moonshot Kimi K3.7 (512k) wins more often - particularly on cost-effectiveness for a typical 1M+0.5M workload.
Anthropic Claude Opus 5 (200k) - Key features
Anthropic's flagship Opus-class model for July 2026. Opus 5 pairs Mythos-class reasoning with the Opus price point, adds adaptive effort control and a hardened long-horizon agent loop that holds context across day-long tasks.
- Adaptive effort control (low to max)
- Best-in-class agentic coding
- Compaction-aware 200K context
- Native tool search and skills
- Interleaved thinking with tool use
Moonshot Kimi K3.7 (512k) - Key features
Moonshot's flagship Kimi K3.7, an open-weight mixture-of-experts model with a 512K token window. K3.7 closes most of the gap to Western frontier models on agentic coding while staying dramatically cheaper.
- 512K token context window
- Open-weight MoE architecture
- Strong agentic tool use
- Aggressive price per token
- Native long-horizon planning
How to choose
- Pick the cheaper model if your workload is mostly straightforward classification, extraction, or summarization.
- Pick the bigger context if you process long documents, large codebases, or multi-document research.
- Pick the more recent release if you need state-of-the-art reasoning quality and don't mind paying a bit more.
- Use both via a routing layer - send simple tasks to the cheaper one and complex tasks to the smarter one. This is the highest-ROI optimization in production AI.
Estimate the real cost of either model for your prompts using our Token Calculator.