Muse Glimmer 30B is $0.65 cheaper per 1M input tokens (65% lower; 2.86x difference).
API cost decision in 10 seconds
Muse Glimmer 30B vs Inkling (batch)
Pick Muse Glimmer 30B for lower cost; pick Inkling (batch) 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 Muse Glimmer 30B for lower cost; pick Inkling (batch) only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Muse Glimmer 30B is estimated at $1.1 vs $3.02 for Inkling (batch), saving $1.92 (63.6% lower).
Cost-first pickMuse Glimmer 30B
Context-first pickInkling (batch)
Sample savings$1.9263.6%
10x traffic gap$19.25
Inkling (batch) has more context, but Muse Glimmer 30B saves $1.92 on the standard workload. At 10x that traffic, the same price gap is about $19.25. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Muse Glimmer 30B stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Muse Glimmer 30B | Inkling (batch) |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Muse Glimmer 30B | $2.5 | $7.03 |
| Balanced workload | 1M input + 1M output | Muse Glimmer 30B | $1.85 | $5.05 |
| Output-heavy chatbot | 1M input + 5M output | Muse Glimmer 30B | $7.85 | $21.25 |
Muse Glimmer 30B is $2.55 cheaper per 1M output tokens (63% lower; 2.7x difference).
Inkling (batch) has 393.22K more context (4x larger).
Muse Glimmer 30B is $1.92 cheaper on the standard workload (63.6% 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
Muse Glimmer 30B has the lower input price; Muse Glimmer 30B has the lower output price; Inkling (batch) offers the larger context window. For the 1M input plus 500K output sample, Muse Glimmer 30B 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 $3.02 for Inkling (batch).
Choose Muse Glimmer 30B when you care most about lower input-token price, and lower output-token price.
Choose Inkling (batch) when you care most about larger context window.
- On the standard 1M input plus 500K output workload, Muse Glimmer 30B is estimated at $1.1 vs $3.02 for Inkling (batch), saving $1.92 (63.6% lower).
- Muse Glimmer 30B is $1.92 cheaper on the standard workload (63.6% lower).
- Muse Glimmer 30B is $0.65 cheaper per 1M input tokens (65% lower; 2.86x difference).
- Muse Glimmer 30B is $2.55 cheaper per 1M output tokens (63% lower; 2.7x difference).
- Inkling (batch) has 393.22K more context (4x larger).
| Feature | Muse Glimmer 30B (Meta) | Inkling (batch) (Thinking Machines) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.35 | $1 |
| Completion Price per 1M tokens | $1.5 | $4.05 |
| Sample Workload Cost 1M input + 500K output | $1.1 | $3.02 |
| Context Window | 131.07K | 524.29K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Muse Glimmer 30B | On the standard 1M input plus 500K output workload, Muse Glimmer 30B is estimated at $1.1 vs $3.02 for Inkling (batch), saving $1.92 (63.6% 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 | Muse Glimmer 30B | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Inkling (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 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.
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Cheaper alternatives
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Open Meta modelsThinking Machines catalog
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Open Thinking Machines 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...
Inkling is an open-weight multimodal mixture-of-experts model from Thinking Machines Lab, with 41B active parameters out of 975B total. It is designed for general-purpose reasoning, coding, agentic and tool-use systems,...