KAT-Coder-Air V2.5 is $1.85 cheaper per 1M input tokens (92.5% lower; 13.3x difference).
API cost decision in 10 seconds
NewFugu Max vs KAT-Coder-Air V2.5
Pick KAT-Coder-Air V2.5 for lower cost; pick Fugu Max only if the larger context window matters more.
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Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick KAT-Coder-Air V2.5 for lower cost; pick Fugu Max only if the larger context window matters more.
On the standard 1M input plus 500K output workload, KAT-Coder-Air V2.5 is estimated at $0.45 vs $5 for Fugu Max, saving $4.55 (91% lower).
Cost-first pickKAT-Coder-Air V2.5
Context-first pickFugu Max
Sample savings$4.5591%
10x traffic gap$45.5
Fugu Max has more context, but KAT-Coder-Air V2.5 saves $4.55 on the standard workload. At 10x that traffic, the same price gap is about $45.5. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
KAT-Coder-Air V2.5 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Fugu Max | KAT-Coder-Air V2.5 |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | KAT-Coder-Air V2.5 | $13 | $1.05 |
| Balanced workload | 1M input + 1M output | KAT-Coder-Air V2.5 | $8 | $0.75 |
| Output-heavy chatbot | 1M input + 5M output | KAT-Coder-Air V2.5 | $32 | $3.15 |
KAT-Coder-Air V2.5 is $5.4 cheaper per 1M output tokens (90% lower; 10x difference).
Fugu Max has 744K more context (3.91x larger).
KAT-Coder-Air V2.5 is $4.55 cheaper on the standard workload (91% 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
KAT-Coder-Air V2.5 has the lower input price; KAT-Coder-Air V2.5 has the lower output price; Fugu Max offers the larger context window. For the 1M input plus 500K output sample, KAT-Coder-Air V2.5 is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $5 for Fugu Max and $0.45 for KAT-Coder-Air V2.5.
Choose Fugu Max when you care most about larger context window.
Choose KAT-Coder-Air V2.5 when you care most about lower input-token price, and lower output-token price.
- On the standard 1M input plus 500K output workload, KAT-Coder-Air V2.5 is estimated at $0.45 vs $5 for Fugu Max, saving $4.55 (91% lower).
- KAT-Coder-Air V2.5 is $4.55 cheaper on the standard workload (91% lower).
- KAT-Coder-Air V2.5 is $1.85 cheaper per 1M input tokens (92.5% lower; 13.3x difference).
- KAT-Coder-Air V2.5 is $5.4 cheaper per 1M output tokens (90% lower; 10x difference).
- Fugu Max has 744K more context (3.91x larger).
| Feature | NewFugu Max (Sakana) | KAT-Coder-Air V2.5 (Kwaipilot) |
|---|---|---|
| Input Price prompt tokens per 1M | $2 | $0.15 |
| Completion Price per 1M tokens | $6 | $0.6 |
| Sample Workload Cost 1M input + 500K output | $5 | $0.45 |
| Context Window | 1M | 256K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | KAT-Coder-Air V2.5 | On the standard 1M input plus 500K output workload, KAT-Coder-Air V2.5 is estimated at $0.45 vs $5 for Fugu Max, saving $4.55 (91% lower). |
| High-volume input processing | KAT-Coder-Air V2.5 | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | KAT-Coder-Air V2.5 | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Fugu Max | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Sakana Namazu can replace Fugu Max when lower sample workload cost matters most: $2.95.
- 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.
- GLM 5.3 Flash offers 1.31M context with $0.4 sample workload cost.
- DeepSeek V4 Flash 0731 offers 1.31M context with $0.08 sample workload cost.
- Hy4 preview · Tencent · #1
- GPT-5.6 Luna · OpenAI · #2
- GLM 5.3 Flash · Z.ai · #3
- DeepSeek V4 Flash 0731 · DeepSeek · #4
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