Gemma 3 12B is $0.26 cheaper per 1M input tokens (86.7% lower; 7.5x difference).
API cost decision in 10 seconds
KAT-Coder-Pro V2 vs Gemma 3 12B
Pick Gemma 3 12B for lower cost; pick KAT-Coder-Pro V2 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 Gemma 3 12B for lower cost; pick KAT-Coder-Pro V2 only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Gemma 3 12B is estimated at $0.11 vs $0.9 for KAT-Coder-Pro V2, saving $0.79 (88.3% lower).
Cost-first pickGemma 3 12B
Context-first pickKAT-Coder-Pro V2
Sample savings$0.7988.3%
10x traffic gap$7.95
KAT-Coder-Pro V2 has more context, but Gemma 3 12B saves $0.79 on the standard workload. At 10x that traffic, the same price gap is about $7.95. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Gemma 3 12B stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | KAT-Coder-Pro V2 | Gemma 3 12B |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Gemma 3 12B | $2.1 | $0.27 |
| Balanced workload | 1M input + 1M output | Gemma 3 12B | $1.5 | $0.17 |
| Output-heavy chatbot | 1M input + 5M output | Gemma 3 12B | $6.3 | $0.69 |
Gemma 3 12B is $1.07 cheaper per 1M output tokens (89.2% lower; 9.23x difference).
KAT-Coder-Pro V2 has 124.93K more context (1.95x larger).
Gemma 3 12B is $0.79 cheaper on the standard workload (88.3% 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
Gemma 3 12B has the lower input price; Gemma 3 12B has the lower output price; KAT-Coder-Pro V2 offers the larger context window. For the 1M input plus 500K output sample, Gemma 3 12B is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.9 for KAT-Coder-Pro V2 and $0.11 for Gemma 3 12B.
Choose KAT-Coder-Pro V2 when you care most about larger context window.
Choose Gemma 3 12B when you care most about lower input-token price, and lower output-token price.
- On the standard 1M input plus 500K output workload, Gemma 3 12B is estimated at $0.11 vs $0.9 for KAT-Coder-Pro V2, saving $0.79 (88.3% lower).
- Gemma 3 12B is $0.79 cheaper on the standard workload (88.3% lower).
- Gemma 3 12B is $0.26 cheaper per 1M input tokens (86.7% lower; 7.5x difference).
- Gemma 3 12B is $1.07 cheaper per 1M output tokens (89.2% lower; 9.23x difference).
- KAT-Coder-Pro V2 has 124.93K more context (1.95x larger).
| Feature | KAT-Coder-Pro V2 (Kwaipilot) | Gemma 3 12B (Google) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.3 | $0.04 |
| Completion Price per 1M tokens | $1.2 | $0.13 |
| Sample Workload Cost 1M input + 500K output | $0.9 | $0.11 |
| Context Window | 256K | 131.07K |
| Release Date | ||
| Popularity | #117 | #132 |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Gemma 3 12B | On the standard 1M input plus 500K output workload, Gemma 3 12B is estimated at $0.11 vs $0.9 for KAT-Coder-Pro V2, saving $0.79 (88.3% lower). |
| High-volume input processing | Gemma 3 12B | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Gemma 3 12B | 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 Gemma 3 12B when lower sample workload cost matters most: $0.
- Gemma 4 26B A4B (free) can replace Gemma 3 12B when lower sample workload cost matters most: $0.
- Lyria 3 Clip Preview can replace Gemma 3 12B when lower sample workload cost matters most: $0.
- Lyria 3 Pro Preview can replace Gemma 3 12B 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
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