Muse Glimmer 30B (batch) is $2.65 cheaper per 1M input tokens (88.3% lower; 8.57x difference).
API cost decision in 10 seconds
Muse Glimmer 30B (batch) vs Kimi K3 (batch)
Pick Muse Glimmer 30B (batch) for lower cost; pick Kimi K3 (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 (batch) for lower cost; pick Kimi K3 (batch) only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Muse Glimmer 30B (batch) is estimated at $1.1 vs $10.5 for Kimi K3 (batch), saving $9.4 (89.5% lower).
Cost-first pickMuse Glimmer 30B (batch)
Context-first pickKimi K3 (batch)
Sample savings$9.489.5%
10x traffic gap$94
Kimi K3 (batch) has more context, but Muse Glimmer 30B (batch) saves $9.4 on the standard workload. At 10x that traffic, the same price gap is about $94. 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 | Muse Glimmer 30B (batch) | Kimi K3 (batch) |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Muse Glimmer 30B (batch) | $2.5 | $22.5 |
| Balanced workload | 1M input + 1M output | Muse Glimmer 30B (batch) | $1.85 | $18 |
| Output-heavy chatbot | 1M input + 5M output | Muse Glimmer 30B (batch) | $7.85 | $78 |
Muse Glimmer 30B (batch) is $13.5 cheaper per 1M output tokens (90% lower; 10x difference).
Kimi K3 (batch) has 917.5K more context (8x larger).
Muse Glimmer 30B (batch) is $9.4 cheaper on the standard workload (89.5% 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; Kimi K3 (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 $1.1 for Muse Glimmer 30B (batch) and $10.5 for Kimi K3 (batch).
Choose Muse Glimmer 30B (batch) when you care most about lower input-token price, and lower output-token price.
Choose Kimi K3 (batch) when you care most about larger context window.
- On the standard 1M input plus 500K output workload, Muse Glimmer 30B (batch) is estimated at $1.1 vs $10.5 for Kimi K3 (batch), saving $9.4 (89.5% lower).
- Muse Glimmer 30B (batch) is $9.4 cheaper on the standard workload (89.5% lower).
- Muse Glimmer 30B (batch) is $2.65 cheaper per 1M input tokens (88.3% lower; 8.57x difference).
- Muse Glimmer 30B (batch) is $13.5 cheaper per 1M output tokens (90% lower; 10x difference).
- Kimi K3 (batch) has 917.5K more context (8x larger).
| Feature | Muse Glimmer 30B (batch) (Meta) | Kimi K3 (batch) (MoonshotAI) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.35 | $3 |
| Completion Price per 1M tokens | $1.5 | $15 |
| Sample Workload Cost 1M input + 500K output | $1.1 | $10.5 |
| Context Window | 131.07K | 1.05M |
| 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 $1.1 vs $10.5 for Kimi K3 (batch), saving $9.4 (89.5% 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 | Kimi K3 (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.
- Grok 4.20 Multi-Agent offers 2M context with $2.5 sample workload cost.
- Grok 4.20 offers 2M context with $2.5 sample workload cost.
- DeepSeek V4 Flash 0731 offers 1.31M context with $0.1 sample workload cost.
- GLM 5.3 offers 1.31M context with $3.6 sample workload cost.
- DeepSeek V4 Flash 0731 · DeepSeek · #1
- MiMo-V2.5 · Xiaomi · #2
- Hy3 · Tencent · #3
- Nemotron 3 Ultra (free) · NVIDIA · #4
Cheaper alternatives
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Open MoonshotAI 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...
Kimi K3 is a 2.8T parameter open-weight multimodal reasoning model from Moonshot AI. It is suited for complex coding, knowledge work, and long-horizon agentic workflows, and is particularly strong at...