Muse Glimmer 30B is $0.09 cheaper per 1M input tokens (19.5% lower; 1.24x difference).
API cost decision in 10 seconds
Muse Glimmer 30B vs MiMo-V2.5-Pro
Pick MiMo-V2.5-Pro when budget and context both matter.
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Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick MiMo-V2.5-Pro when budget and context both matter.
On the standard 1M input plus 500K output workload, MiMo-V2.5-Pro is estimated at $0.87 vs $1.1 for Muse Glimmer 30B, saving $0.23 (20.9% lower).
Cost-first pickMiMo-V2.5-Pro
Context-first pickMiMo-V2.5-Pro
Sample savings$0.2320.9%
10x traffic gap$2.3
MiMo-V2.5-Pro is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $2.3. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Cost winner changes by workload shape: input-heavy / RAG favors Muse Glimmer 30B, balanced workload favors MiMo-V2.5-Pro, and output-heavy chatbot favors MiMo-V2.5-Pro.
| Workload shape | Token mix | Better pick | Muse Glimmer 30B | MiMo-V2.5-Pro |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Muse Glimmer 30B | $2.5 | $2.61 |
| Balanced workload | 1M input + 1M output | MiMo-V2.5-Pro | $1.85 | $1.3 |
| Output-heavy chatbot | 1M input + 5M output | MiMo-V2.5-Pro | $7.85 | $4.78 |
MiMo-V2.5-Pro is $0.63 cheaper per 1M output tokens (42% lower; 1.72x difference).
MiMo-V2.5-Pro has 918.93K more context (8.01x larger).
MiMo-V2.5-Pro is $0.23 cheaper on the standard workload (20.9% 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
Muse Glimmer 30B has the lower input price; MiMo-V2.5-Pro has the lower output price; MiMo-V2.5-Pro offers the larger context window. For the 1M input plus 500K output sample, MiMo-V2.5-Pro 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 $0.87 for MiMo-V2.5-Pro.
Choose Muse Glimmer 30B when you care most about lower input-token price.
Choose MiMo-V2.5-Pro when you care most about lower output-token price, and larger context window.
- On the standard 1M input plus 500K output workload, MiMo-V2.5-Pro is estimated at $0.87 vs $1.1 for Muse Glimmer 30B, saving $0.23 (20.9% lower).
- MiMo-V2.5-Pro is $0.23 cheaper on the standard workload (20.9% lower).
- Muse Glimmer 30B is $0.09 cheaper per 1M input tokens (19.5% lower; 1.24x difference).
- MiMo-V2.5-Pro is $0.63 cheaper per 1M output tokens (42% lower; 1.72x difference).
- MiMo-V2.5-Pro has 918.93K more context (8.01x larger).
| Feature | Muse Glimmer 30B (Meta) | MiMo-V2.5-Pro (Xiaomi) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.35 | $0.435 |
| Completion Price per 1M tokens | $1.5 | $0.87 |
| Sample Workload Cost 1M input + 500K output | $1.1 | $0.87 |
| Context Window | 131.07K | 1.05M |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | MiMo-V2.5-Pro | On the standard 1M input plus 500K output workload, MiMo-V2.5-Pro is estimated at $0.87 vs $1.1 for Muse Glimmer 30B, saving $0.23 (20.9% lower). |
| High-volume input processing | Muse Glimmer 30B | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | MiMo-V2.5-Pro | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | MiMo-V2.5-Pro | 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.
- DeepSeek V4 Flash 0731 · DeepSeek · #1
- MiMo-V2.5 · Xiaomi · #2
- Hy3 · Tencent · #3
- Ox Alpha · stealth · #4
Cheaper alternatives
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Open Meta modelsXiaomi catalog
Check other Xiaomi models with comparable pricing, context, or release timing.
Open Xiaomi modelsMuse Glimmer 30B is a dense, open-weight multimodal model from Meta Superintelligence Labs, distilled from Muse Spark and optimized for autonomous agents on consumer hardware. It is suited for long-horizon...
MiMo-V2.5-Pro is Xiaomi’s flagship model, delivering strong performance in general agentic capabilities, complex software engineering, and long-horizon tasks, with top rankings on benchmarks such as ClawEval, GDPVal, and SWE-bench Pro....