Claude Opus 5 (batch) is $0.5 cheaper per 1M input tokens (16.7% lower; 1.2x difference).
API cost decision in 10 seconds
Claude Opus 5 (batch) vs Kimi K3 (batch)
Pick Claude Opus 5 (batch) for lower cost; pick Kimi K3 (batch) only if the larger context window matters more.
Budget verdict
Pick Claude Opus 5 (batch) for lower cost; pick Kimi K3 (batch) only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Claude Opus 5 (batch) is estimated at $8.75 vs $10.5 for Kimi K3 (batch), saving $1.75 (16.7% lower).
Kimi K3 (batch) has more context, but Claude Opus 5 (batch) saves $1.75 on the standard workload. At 10x that traffic, the same price gap is about $17.5. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Claude Opus 5 (batch) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Claude Opus 5 (batch) | Kimi K3 (batch) |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Claude Opus 5 (batch) | $18.75 | $22.5 |
| Balanced workload | 1M input + 1M output | Claude Opus 5 (batch) | $15 | $18 |
| Output-heavy chatbot | 1M input + 5M output | Claude Opus 5 (batch) | $65 | $78 |
Claude Opus 5 (batch) is $2.5 cheaper per 1M output tokens (16.7% lower; 1.2x difference).
Kimi K3 (batch) has 48.58K more context (1.05x larger).
Claude Opus 5 (batch) is $1.75 cheaper on the standard workload (16.7% lower).
Estimate your workload cost
Your Workload Cost
This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.
Quick Decision
Claude Opus 5 (batch) has the lower input price; Claude Opus 5 (batch) has the lower output price; Kimi K3 (batch) offers the larger context window. For the 1M input plus 500K output sample, Claude Opus 5 (batch) is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $8.75 for Claude Opus 5 (batch) and $10.5 for Kimi K3 (batch).
Choose Claude Opus 5 (batch) when you care most about lower input-token price, and lower output-token price.
Choose Kimi K3 (batch) when you care most about larger context window.
- On the standard 1M input plus 500K output workload, Claude Opus 5 (batch) is estimated at $8.75 vs $10.5 for Kimi K3 (batch), saving $1.75 (16.7% lower).
- Claude Opus 5 (batch) is $1.75 cheaper on the standard workload (16.7% lower).
- Claude Opus 5 (batch) is $0.5 cheaper per 1M input tokens (16.7% lower; 1.2x difference).
- Claude Opus 5 (batch) is $2.5 cheaper per 1M output tokens (16.7% lower; 1.2x difference).
- Kimi K3 (batch) has 48.58K more context (1.05x larger).
| Feature | Claude Opus 5 (batch) (Anthropic) | Kimi K3 (batch) (MoonshotAI) |
|---|---|---|
| Input Price prompt tokens per 1M | $2.5 | $3 |
| Completion Price per 1M tokens | $12.5 | $15 |
| Sample Workload Cost 1M input + 500K output | $8.75 | $10.5 |
| Context Window | 1M | 1.05M |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Claude Opus 5 (batch) | On the standard 1M input plus 500K output workload, Claude Opus 5 (batch) is estimated at $8.75 vs $10.5 for Kimi K3 (batch), saving $1.75 (16.7% lower). |
| High-volume input processing | Claude Opus 5 (batch) | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Claude Opus 5 (batch) | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Kimi K3 (batch) | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Claude 3 Haiku can replace Claude Opus 5 (batch) when lower sample workload cost matters most: $0.88.
- Claude Haiku 4.5 (batch) can replace Claude Opus 5 (batch) when lower sample workload cost matters most: $1.75.
- Claude 3.5 Haiku can replace Claude Opus 5 (batch) when lower sample workload cost matters most: $2.8.
- Claude Sonnet 5 (batch) can replace Claude Opus 5 (batch) when lower sample workload cost matters most: $3.5.
- Grok 4.20 Multi-Agent offers 2M context with $2.5 sample workload cost.
- Grok 4.20 offers 2M context with $2.5 sample workload cost.
- DeepSeek V4 Flash 0731 offers 1.31M context with $0.1 sample workload cost.
- GLM 5.3 offers 1.31M context with $3.6 sample workload cost.
- DeepSeek V4 Flash 0731 · DeepSeek · #1
- MiMo-V2.5 · Xiaomi · #2
- Hy3 · Tencent · #3
- Nemotron 3 Ultra (free) · NVIDIA · #4
Cheaper alternatives
Review low-cost models sorted by a standard 1M input plus 500K output workload.
Open cheapest modelsLarger context alternatives
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Open provider hubsAnthropic catalog
Review all tracked Anthropic models before deciding whether this matchup is the right shortlist.
Open Anthropic modelsMoonshotAI catalog
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Open MoonshotAI modelsClaude Opus 5 is Anthropic’s flagship model for demanding reasoning, coding, and long-horizon agentic work. It is particularly strong at end-to-end software tasks, code review and bug finding, visual analysis...
Kimi K3 is a 2.8T parameter open-weight multimodal reasoning model from Moonshot AI. It is suited for complex coding, knowledge work, and long-horizon agentic workflows, and is particularly strong at...