Perceptron Mk1 is $0.2 cheaper per 1M input tokens (57.1% lower; 2.33x difference).
API cost decision in 10 seconds
Muse Glimmer 30B vs Perceptron Mk1
Pick Perceptron Mk1 for lower cost; pick Muse Glimmer 30B only if the larger context window matters more.
Budget verdict
Pick Perceptron Mk1 for lower cost; pick Muse Glimmer 30B only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Perceptron Mk1 is estimated at $0.9 vs $1.1 for Muse Glimmer 30B, saving $0.2 (18.2% lower).
Muse Glimmer 30B has more context, but Perceptron Mk1 saves $0.2 on the standard workload. At 10x that traffic, the same price gap is about $2. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Perceptron Mk1 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Muse Glimmer 30B | Perceptron Mk1 |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Perceptron Mk1 | $2.5 | $1.5 |
| Balanced workload | 1M input + 1M output | Perceptron Mk1 | $1.85 | $1.65 |
| Output-heavy chatbot | 1M input + 5M output | Perceptron Mk1 | $7.85 | $7.65 |
Both models report the same output price at $1.5 per 1M tokens.
Muse Glimmer 30B has 98.3K more context (4x larger).
Perceptron Mk1 is $0.2 cheaper on the standard workload (18.2% 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
Perceptron Mk1 has the lower input price; both models tie on output price; Muse Glimmer 30B offers the larger context window. For the 1M input plus 500K output sample, Perceptron Mk1 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 $0.9 for Perceptron Mk1.
Choose Muse Glimmer 30B when you care most about larger context window.
Choose Perceptron Mk1 when you care most about lower input-token price.
- On the standard 1M input plus 500K output workload, Perceptron Mk1 is estimated at $0.9 vs $1.1 for Muse Glimmer 30B, saving $0.2 (18.2% lower).
- Perceptron Mk1 is $0.2 cheaper on the standard workload (18.2% lower).
- Perceptron Mk1 is $0.2 cheaper per 1M input tokens (57.1% lower; 2.33x difference).
- Both models report the same output price at $1.5 per 1M tokens.
- Muse Glimmer 30B has 98.3K more context (4x larger).
| Feature | Muse Glimmer 30B (Meta) | Perceptron Mk1 (Perceptron) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.35 | $0.15 |
| Completion Price per 1M tokens | $1.5 | $1.5 |
| Sample Workload Cost 1M input + 500K output | $1.1 | $0.9 |
| Context Window | 131.07K | 32.77K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Perceptron Mk1 | On the standard 1M input plus 500K output workload, Perceptron Mk1 is estimated at $0.9 vs $1.1 for Muse Glimmer 30B, saving $0.2 (18.2% lower). |
| High-volume input processing | Perceptron Mk1 | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Tie | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Muse Glimmer 30B | 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
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.
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Open Meta modelsPerceptron catalog
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