Ministral 3 3B 2512 is $0.2 cheaper per 1M input tokens (66.7% lower; 3x difference).
API cost decision in 10 seconds
KAT-Coder-Pro V2 vs Ministral 3 3B 2512
Pick Ministral 3 3B 2512 for lower cost; pick KAT-Coder-Pro V2 only if the larger context window matters more.
Pricing data updated:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick Ministral 3 3B 2512 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, Ministral 3 3B 2512 is estimated at $0.15 vs $0.9 for KAT-Coder-Pro V2, saving $0.75 (83.3% lower).
Cost-first pickMinistral 3 3B 2512
Context-first pickKAT-Coder-Pro V2
Sample savings$0.7583.3%
10x traffic gap$7.5
KAT-Coder-Pro V2 has more context, but Ministral 3 3B 2512 saves $0.75 on the standard workload. At 10x that traffic, the same price gap is about $7.5. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Ministral 3 3B 2512 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | KAT-Coder-Pro V2 | Ministral 3 3B 2512 |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Ministral 3 3B 2512 | $2.1 | $0.55 |
| Balanced workload | 1M input + 1M output | Ministral 3 3B 2512 | $1.5 | $0.2 |
| Output-heavy chatbot | 1M input + 5M output | Ministral 3 3B 2512 | $6.3 | $0.6 |
Ministral 3 3B 2512 is $1.1 cheaper per 1M output tokens (91.7% lower; 12x difference).
KAT-Coder-Pro V2 has 124.93K more context (1.95x larger).
Ministral 3 3B 2512 is $0.75 cheaper on the standard workload (83.3% 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
Ministral 3 3B 2512 has the lower input price; Ministral 3 3B 2512 has the lower output price; KAT-Coder-Pro V2 offers the larger context window. For the 1M input plus 500K output sample, Ministral 3 3B 2512 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 $0.15 for Ministral 3 3B 2512.
Choose KAT-Coder-Pro V2 when you care most about larger context window.
Choose Ministral 3 3B 2512 when you care most about lower input-token price, and lower output-token price.
- On the standard 1M input plus 500K output workload, Ministral 3 3B 2512 is estimated at $0.15 vs $0.9 for KAT-Coder-Pro V2, saving $0.75 (83.3% lower).
- Ministral 3 3B 2512 is $0.75 cheaper on the standard workload (83.3% lower).
- Ministral 3 3B 2512 is $0.2 cheaper per 1M input tokens (66.7% lower; 3x difference).
- Ministral 3 3B 2512 is $1.1 cheaper per 1M output tokens (91.7% lower; 12x difference).
- KAT-Coder-Pro V2 has 124.93K more context (1.95x larger).
| Feature | KAT-Coder-Pro V2 (Kwaipilot) | Ministral 3 3B 2512 (Mistral) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.3 | $0.1 |
| Completion Price per 1M tokens | $1.2 | $0.1 |
| Sample Workload Cost 1M input + 500K output | $0.9 | $0.15 |
| Context Window | 256K | 131.07K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Ministral 3 3B 2512 | On the standard 1M input plus 500K output workload, Ministral 3 3B 2512 is estimated at $0.15 vs $0.9 for KAT-Coder-Pro V2, saving $0.75 (83.3% lower). |
| High-volume input processing | Ministral 3 3B 2512 | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Ministral 3 3B 2512 | 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
- Mistral Nemo can replace Ministral 3 3B 2512 when lower sample workload cost matters most: $0.04.
- Mistral Small 3 can replace Ministral 3 3B 2512 when lower sample workload cost matters most: $0.09.
- Llama 4 Scout offers 10M context with $0.23 sample workload cost.
- Owl Alpha offers 1.05M context with $0 sample workload cost.
- Gemini 3.1 Flash Lite offers 1.05M context with $1 sample workload cost.
- DeepSeek V4 Pro offers 1.05M context with $0.87 sample workload cost.
- No popular competitor is currently available.
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