KAT-Coder-Air V2.5 is $0.2 cheaper per 1M input tokens (57.1% lower; 2.33x difference).
API cost decision in 10 seconds
Muse Glimmer 30B vs KAT-Coder-Air V2.5
Pick KAT-Coder-Air V2.5 when budget and context both matter.
Page updated:
Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick KAT-Coder-Air V2.5 when budget and context both matter.
On the standard 1M input plus 500K output workload, KAT-Coder-Air V2.5 is estimated at $0.45 vs $1.1 for Muse Glimmer 30B, saving $0.65 (59.1% lower).
Cost-first pickKAT-Coder-Air V2.5
Context-first pickKAT-Coder-Air V2.5
Sample savings$0.6559.1%
10x traffic gap$6.5
KAT-Coder-Air V2.5 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-Air V2.5 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Muse Glimmer 30B | KAT-Coder-Air V2.5 |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | KAT-Coder-Air V2.5 | $2.5 | $1.05 |
| Balanced workload | 1M input + 1M output | KAT-Coder-Air V2.5 | $1.85 | $0.75 |
| Output-heavy chatbot | 1M input + 5M output | KAT-Coder-Air V2.5 | $7.85 | $3.15 |
KAT-Coder-Air V2.5 is $0.9 cheaper per 1M output tokens (60% lower; 2.5x difference).
KAT-Coder-Air V2.5 has 124.93K more context (1.95x larger).
KAT-Coder-Air V2.5 is $0.65 cheaper on the standard workload (59.1% 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-Air V2.5 has the lower input price; KAT-Coder-Air V2.5 has the lower output price; KAT-Coder-Air V2.5 offers the larger context window. For the 1M input plus 500K output sample, KAT-Coder-Air V2.5 is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $1.1 for Muse Glimmer 30B and $0.45 for KAT-Coder-Air V2.5.
Choose Muse Glimmer 30B when its provider, model quality, latency, or availability is more important than the numeric price/context winner.
Choose KAT-Coder-Air V2.5 when you care most about lower input-token price, lower output-token price, and larger context window.
- On the standard 1M input plus 500K output workload, KAT-Coder-Air V2.5 is estimated at $0.45 vs $1.1 for Muse Glimmer 30B, saving $0.65 (59.1% lower).
- KAT-Coder-Air V2.5 is $0.65 cheaper on the standard workload (59.1% lower).
- KAT-Coder-Air V2.5 is $0.2 cheaper per 1M input tokens (57.1% lower; 2.33x difference).
- KAT-Coder-Air V2.5 is $0.9 cheaper per 1M output tokens (60% lower; 2.5x difference).
- KAT-Coder-Air V2.5 has 124.93K more context (1.95x larger).
| Feature | Muse Glimmer 30B (Meta) | KAT-Coder-Air V2.5 (Kwaipilot) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.35 | $0.15 |
| Completion Price per 1M tokens | $1.5 | $0.6 |
| Sample Workload Cost 1M input + 500K output | $1.1 | $0.45 |
| Context Window | 131.07K | 256K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | KAT-Coder-Air V2.5 | On the standard 1M input plus 500K output workload, KAT-Coder-Air V2.5 is estimated at $0.45 vs $1.1 for Muse Glimmer 30B, saving $0.65 (59.1% lower). |
| High-volume input processing | KAT-Coder-Air V2.5 | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | KAT-Coder-Air V2.5 | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | KAT-Coder-Air V2.5 | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Llama 3.3 70B Instruct (free) can replace Muse Glimmer 30B when lower sample workload cost matters most: $0.
- Llama 3.2 3B Instruct (free) can replace Muse Glimmer 30B when lower sample workload cost matters most: $0.
- Llama 3.1 8B Instruct can replace Muse Glimmer 30B when lower sample workload cost matters most: $0.09.
- Llama 3.2 1B Instruct can replace Muse Glimmer 30B when lower sample workload cost matters most: $0.13.
- 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.
- Llama 4 Scout offers 1.31M context with $0.25 sample workload cost.
- MiMo-V2.5 offers 1.05M context with $0.28 sample workload cost.
- DeepSeek V4 Flash 0731 · DeepSeek · #1
- MiMo-V2.5 · Xiaomi · #2
- Hy3 · Tencent · #3
- Ox Alpha · stealth · #4
Cheaper alternatives
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