North Mini Code (free) is free for input tokens while KAT-Coder-Pro V2.5 costs $0.74 per 1M tokens.
API cost decision in 10 seconds
KAT-Coder-Pro V2.5 vs North Mini Code (free)
Pick North Mini Code (free) when budget is the priority.
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Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick North Mini Code (free) when budget is the priority.
On the standard 1M input plus 500K output workload, North Mini Code (free) is estimated at $0 vs $2.22 for KAT-Coder-Pro V2.5, saving $2.22 (100% lower).
Cost-first pickNorth Mini Code (free)
Context-first pickBoth models
Sample savings$2.22100%
10x traffic gap$22.2
The reported context window is tied, so cost and provider fit carry more weight. At 10x that traffic, the same price gap is about $22.2. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
North Mini Code (free) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | KAT-Coder-Pro V2.5 | North Mini Code (free) |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | North Mini Code (free) | $5.18 | $0 |
| Balanced workload | 1M input + 1M output | North Mini Code (free) | $3.7 | $0 |
| Output-heavy chatbot | 1M input + 5M output | North Mini Code (free) | $15.54 | $0 |
North Mini Code (free) is free for output tokens while KAT-Coder-Pro V2.5 costs $2.96 per 1M tokens.
Both models report the same context window at 256K tokens.
North Mini Code (free) is free for the standard workload while the other model is estimated at $2.22.
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
North Mini Code (free) has the lower input price; North Mini Code (free) has the lower output price; both models report the same context window. For the 1M input plus 500K output sample, North Mini Code (free) is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $2.22 for KAT-Coder-Pro V2.5 and $0 for North Mini Code (free).
Choose KAT-Coder-Pro V2.5 when its provider, model quality, latency, or availability is more important than the numeric price/context winner.
Choose North Mini Code (free) when you care most about lower input-token price, and lower output-token price.
- On the standard 1M input plus 500K output workload, North Mini Code (free) is estimated at $0 vs $2.22 for KAT-Coder-Pro V2.5, saving $2.22 (100% lower).
- North Mini Code (free) is free for the standard workload while the other model is estimated at $2.22.
- North Mini Code (free) is free for input tokens while KAT-Coder-Pro V2.5 costs $0.74 per 1M tokens.
- North Mini Code (free) is free for output tokens while KAT-Coder-Pro V2.5 costs $2.96 per 1M tokens.
- Both models report the same context window at 256K tokens.
| Feature | KAT-Coder-Pro V2.5 (Kwaipilot) | North Mini Code (free) (Cohere) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.74 | $0 |
| Completion Price per 1M tokens | $2.96 | $0 |
| Sample Workload Cost 1M input + 500K output | $2.22 | $0 |
| Context Window | 256K | 256K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | North Mini Code (free) | On the standard 1M input plus 500K output workload, North Mini Code (free) is estimated at $0 vs $2.22 for KAT-Coder-Pro V2.5, saving $2.22 (100% lower). |
| High-volume input processing | North Mini Code (free) | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | North Mini Code (free) | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Tie | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- KAT-Coder-Air V2.5 can replace KAT-Coder-Pro V2.5 when lower sample workload cost matters most: $0.45.
- KAT-Coder-Pro V2 can replace KAT-Coder-Pro V2.5 when lower sample workload cost matters most: $0.9.
- 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 $0.17 sample workload cost.
- DeepSeek V4 Flash Latest offers 1.31M context with $0.11 sample workload cost.
- DeepSeek V4 Flash 0731 · DeepSeek · #1
- MiMo-V2.5 · Xiaomi · #2
- Hy3 · Tencent · #3
- Ox Alpha · stealth · #4
Cheaper alternatives
Review low-cost models sorted by a standard 1M input plus 500K output workload.
Open cheapest modelsLarger context alternatives
Find models with larger context windows for RAG, long documents, and codebase review.
Open largest context modelsProvider catalogs
Compare models within provider hubs before choosing a final API vendor.
Open provider hubsKwaipilot catalog
Review all tracked Kwaipilot models before deciding whether this matchup is the right shortlist.
Open Kwaipilot modelsCohere catalog
Check other Cohere models with comparable pricing, context, or release timing.
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