Muse Glimmer 30B (batch) is $0.12 cheaper per 1M input tokens (41.7% lower; 1.71x difference).
API cost decision in 10 seconds
NewMoondream 3 Preview vs Muse Glimmer 30B (batch)
Pick Muse Glimmer 30B (batch) 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 Muse Glimmer 30B (batch) when budget and context both matter.
On the standard 1M input plus 500K output workload, Muse Glimmer 30B (batch) is estimated at $0.55 vs $1.55 for Moondream 3 Preview, saving $1 (64.5% lower).
Cost-first pickMuse Glimmer 30B (batch)
Context-first pickMuse Glimmer 30B (batch)
Sample savings$164.5%
10x traffic gap$10
Muse Glimmer 30B (batch) is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $10. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Muse Glimmer 30B (batch) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Moondream 3 Preview | Muse Glimmer 30B (batch) |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Muse Glimmer 30B (batch) | $2.75 | $1.25 |
| Balanced workload | 1M input + 1M output | Muse Glimmer 30B (batch) | $2.8 | $0.93 |
| Output-heavy chatbot | 1M input + 5M output | Muse Glimmer 30B (batch) | $12.8 | $3.92 |
Muse Glimmer 30B (batch) is $1.75 cheaper per 1M output tokens (70% lower; 3.33x difference).
Muse Glimmer 30B (batch) has 99.07K more context (4.1x larger).
Muse Glimmer 30B (batch) is $1 cheaper on the standard workload (64.5% 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 (batch) has the lower input price; Muse Glimmer 30B (batch) has the lower output price; Muse Glimmer 30B (batch) offers the larger context window. For the 1M input plus 500K output sample, Muse Glimmer 30B (batch) is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $1.55 for Moondream 3 Preview and $0.55 for Muse Glimmer 30B (batch).
Choose Moondream 3 Preview when its provider, model quality, latency, or availability is more important than the numeric price/context winner.
Choose Muse Glimmer 30B (batch) 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, Muse Glimmer 30B (batch) is estimated at $0.55 vs $1.55 for Moondream 3 Preview, saving $1 (64.5% lower).
- Muse Glimmer 30B (batch) is $1 cheaper on the standard workload (64.5% lower).
- Muse Glimmer 30B (batch) is $0.12 cheaper per 1M input tokens (41.7% lower; 1.71x difference).
- Muse Glimmer 30B (batch) is $1.75 cheaper per 1M output tokens (70% lower; 3.33x difference).
- Muse Glimmer 30B (batch) has 99.07K more context (4.1x larger).
| Feature | NewMoondream 3 Preview (Moondream) | Muse Glimmer 30B (batch) (Meta) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.3 | $0.175 |
| Completion Price per 1M tokens | $2.5 | $0.75 |
| Sample Workload Cost 1M input + 500K output | $1.55 | $0.55 |
| Context Window | 32K | 131.07K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Muse Glimmer 30B (batch) | On the standard 1M input plus 500K output workload, Muse Glimmer 30B (batch) is estimated at $0.55 vs $1.55 for Moondream 3 Preview, saving $1 (64.5% lower). |
| High-volume input processing | Muse Glimmer 30B (batch) | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Muse Glimmer 30B (batch) | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Muse Glimmer 30B (batch) | 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 (batch) when lower sample workload cost matters most: $0.
- Llama 3.2 3B Instruct (free) can replace Muse Glimmer 30B (batch) when lower sample workload cost matters most: $0.
- Llama 3.1 8B Instruct can replace Muse Glimmer 30B (batch) when lower sample workload cost matters most: $0.09.
- Llama 3.2 1B Instruct can replace Muse Glimmer 30B (batch) when lower sample workload cost matters most: $0.13.
- Llama 4 Scout offers 1.31M context with $0.47 sample workload cost.
- MiMo-V2.6-Flash offers 1.05M context with $0.28 sample workload cost.
- GPT-6 Luna offers 1.05M context with $0.35 sample workload cost.
- GPT-6 Luna Pro offers 1.05M context with $0.35 sample workload cost.
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- Step 5 Preview · StepFun · #2
- GLM 5.3 Flash · Z.ai · #3
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