KAT-Coder-Pro V2.5 is $0.26 cheaper per 1M input tokens (26% lower; 1.35x difference).
API cost decision in 10 seconds
Inkling vs KAT-Coder-Pro V2.5
Pick KAT-Coder-Pro V2.5 for lower cost; pick Inkling 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-Pro V2.5 for lower cost; pick Inkling only if the larger context window matters more.
On the standard 1M input plus 500K output workload, KAT-Coder-Pro V2.5 is estimated at $2.22 vs $3.02 for Inkling, saving $0.81 (26.6% lower).
Cost-first pickKAT-Coder-Pro V2.5
Context-first pickInkling
Sample savings$0.8126.6%
10x traffic gap$8.05
Inkling has more context, but KAT-Coder-Pro V2.5 saves $0.81 on the standard workload. At 10x that traffic, the same price gap is about $8.05. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
KAT-Coder-Pro V2.5 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Inkling | KAT-Coder-Pro V2.5 |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | KAT-Coder-Pro V2.5 | $7.03 | $5.18 |
| Balanced workload | 1M input + 1M output | KAT-Coder-Pro V2.5 | $5.05 | $3.7 |
| Output-heavy chatbot | 1M input + 5M output | KAT-Coder-Pro V2.5 | $21.25 | $15.54 |
KAT-Coder-Pro V2.5 is $1.09 cheaper per 1M output tokens (26.9% lower; 1.37x difference).
Inkling has 792.58K more context (4.1x larger).
KAT-Coder-Pro V2.5 is $0.81 cheaper on the standard workload (26.6% 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-Pro V2.5 has the lower input price; KAT-Coder-Pro V2.5 has the lower output price; Inkling offers the larger context window. For the 1M input plus 500K output sample, KAT-Coder-Pro V2.5 is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $3.02 for Inkling and $2.22 for KAT-Coder-Pro V2.5.
Choose Inkling when you care most about larger context window.
Choose KAT-Coder-Pro 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-Pro V2.5 is estimated at $2.22 vs $3.02 for Inkling, saving $0.81 (26.6% lower).
- KAT-Coder-Pro V2.5 is $0.81 cheaper on the standard workload (26.6% lower).
- KAT-Coder-Pro V2.5 is $0.26 cheaper per 1M input tokens (26% lower; 1.35x difference).
- KAT-Coder-Pro V2.5 is $1.09 cheaper per 1M output tokens (26.9% lower; 1.37x difference).
- Inkling has 792.58K more context (4.1x larger).
| Feature | Inkling (Thinking Machines) | KAT-Coder-Pro V2.5 (Kwaipilot) |
|---|---|---|
| Input Price prompt tokens per 1M | $1 | $0.74 |
| Completion Price per 1M tokens | $4.05 | $2.96 |
| Sample Workload Cost 1M input + 500K output | $3.02 | $2.22 |
| Context Window | 1.05M | 256K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | KAT-Coder-Pro V2.5 | On the standard 1M input plus 500K output workload, KAT-Coder-Pro V2.5 is estimated at $2.22 vs $3.02 for Inkling, saving $0.81 (26.6% lower). |
| High-volume input processing | KAT-Coder-Pro V2.5 | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | KAT-Coder-Pro V2.5 | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Inkling | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Inkling Small (free) can replace Inkling when lower sample workload cost matters most: $0.
- Inkling (free) can replace Inkling when lower sample workload cost matters most: $0.
- Inkling Small can replace Inkling when lower sample workload cost matters most: $1.05.
- KAT-Coder-Air V2.5 can replace KAT-Coder-Pro V2.5 when lower sample workload cost matters most: $0.45.
- 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
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Open provider hubsThinking Machines catalog
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Open Thinking Machines modelsKwaipilot catalog
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