Both models report the same input price at $0.3 per 1M tokens.
API cost decision in 10 seconds
Nano Banana (Gemini 2.5 Flash Image) vs KAT-Coder-Pro V2
Pick KAT-Coder-Pro V2 when budget and context both matter.
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Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick KAT-Coder-Pro V2 when budget and context both matter.
On the standard 1M input plus 500K output workload, KAT-Coder-Pro V2 is estimated at $0.9 vs $1.55 for Nano Banana (Gemini 2.5 Flash Image), saving $0.65 (41.9% lower).
Cost-first pickKAT-Coder-Pro V2
Context-first pickKAT-Coder-Pro V2
Sample savings$0.6541.9%
10x traffic gap$6.5
KAT-Coder-Pro V2 is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $6.5. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
KAT-Coder-Pro V2 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Nano Banana (Gemini 2.5 Flash Image) | KAT-Coder-Pro V2 |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | KAT-Coder-Pro V2 | $2.75 | $2.1 |
| Balanced workload | 1M input + 1M output | KAT-Coder-Pro V2 | $2.8 | $1.5 |
| Output-heavy chatbot | 1M input + 5M output | KAT-Coder-Pro V2 | $12.8 | $6.3 |
KAT-Coder-Pro V2 is $1.3 cheaper per 1M output tokens (52% lower; 2.08x difference).
KAT-Coder-Pro V2 has 223.23K more context (7.81x larger).
KAT-Coder-Pro V2 is $0.65 cheaper on the standard workload (41.9% 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
both models tie on input price; KAT-Coder-Pro V2 has the lower output price; KAT-Coder-Pro V2 offers the larger context window. For the 1M input plus 500K output sample, KAT-Coder-Pro V2 is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $1.55 for Nano Banana (Gemini 2.5 Flash Image) and $0.9 for KAT-Coder-Pro V2.
Choose Nano Banana (Gemini 2.5 Flash Image) when its provider, model quality, latency, or availability is more important than the numeric price/context winner.
Choose KAT-Coder-Pro V2 when you care most about lower output-token price, and larger context window.
- On the standard 1M input plus 500K output workload, KAT-Coder-Pro V2 is estimated at $0.9 vs $1.55 for Nano Banana (Gemini 2.5 Flash Image), saving $0.65 (41.9% lower).
- KAT-Coder-Pro V2 is $0.65 cheaper on the standard workload (41.9% lower).
- Both models report the same input price at $0.3 per 1M tokens.
- KAT-Coder-Pro V2 is $1.3 cheaper per 1M output tokens (52% lower; 2.08x difference).
- KAT-Coder-Pro V2 has 223.23K more context (7.81x larger).
| Feature | Nano Banana (Gemini 2.5 Flash Image) (Google) | KAT-Coder-Pro V2 (Kwaipilot) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.3 | $0.3 |
| Completion Price per 1M tokens | $2.5 | $1.2 |
| Sample Workload Cost 1M input + 500K output | $1.55 | $0.9 |
| Context Window | 32.77K | 256K |
| Release Date | ||
| Popularity | #115 | #117 |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | KAT-Coder-Pro V2 | On the standard 1M input plus 500K output workload, KAT-Coder-Pro V2 is estimated at $0.9 vs $1.55 for Nano Banana (Gemini 2.5 Flash Image), saving $0.65 (41.9% lower). |
| High-volume input processing | Tie | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | KAT-Coder-Pro V2 | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | KAT-Coder-Pro V2 | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Gemma 4 31B (free) can replace Nano Banana (Gemini 2.5 Flash Image) when lower sample workload cost matters most: $0.
- Gemma 4 26B A4B (free) can replace Nano Banana (Gemini 2.5 Flash Image) when lower sample workload cost matters most: $0.
- Lyria 3 Clip Preview can replace Nano Banana (Gemini 2.5 Flash Image) when lower sample workload cost matters most: $0.
- Lyria 3 Pro Preview can replace Nano Banana (Gemini 2.5 Flash Image) when lower sample workload cost matters most: $0.
- Llama 4 Scout offers 10M context with $0.23 sample workload cost.
- Owl Alpha offers 1.05M context with $0 sample workload cost.
- MiMo-V2.5 offers 1.05M context with $0.28 sample workload cost.
- DeepSeek V4 Flash offers 1.05M context with $0.2 sample workload cost.
- Hy3 preview · Tencent · #1
- MiMo-V2.5 · Xiaomi · #2
- DeepSeek V4 Flash · DeepSeek · #3
- Owl Alpha · OpenRouter · #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 hubsGoogle catalog
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