Gemini 3.1 Flash Lite is $0.1 cheaper per 1M input tokens (28.6% lower; 1.4x difference).
API cost decision in 10 seconds
Muse Glimmer 30B vs Gemini 3.1 Flash Lite
Pick Gemini 3.1 Flash Lite 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 Gemini 3.1 Flash Lite when budget and context both matter.
On the standard 1M input plus 500K output workload, Gemini 3.1 Flash Lite is estimated at $1 vs $1.1 for Muse Glimmer 30B, saving $0.1 (9.1% lower).
Cost-first pickGemini 3.1 Flash Lite
Context-first pickGemini 3.1 Flash Lite
Sample savings$0.19.1%
10x traffic gap$1
Gemini 3.1 Flash Lite is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $1. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Gemini 3.1 Flash Lite stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Muse Glimmer 30B | Gemini 3.1 Flash Lite |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Gemini 3.1 Flash Lite | $2.5 | $2 |
| Balanced workload | 1M input + 1M output | Gemini 3.1 Flash Lite | $1.85 | $1.75 |
| Output-heavy chatbot | 1M input + 5M output | Gemini 3.1 Flash Lite | $7.85 | $7.75 |
Both models report the same output price at $1.5 per 1M tokens.
Gemini 3.1 Flash Lite has 917.5K more context (8x larger).
Gemini 3.1 Flash Lite is $0.1 cheaper on the standard workload (9.1% 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
Gemini 3.1 Flash Lite has the lower input price; both models tie on output price; Gemini 3.1 Flash Lite offers the larger context window. For the 1M input plus 500K output sample, Gemini 3.1 Flash Lite 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 $1 for Gemini 3.1 Flash Lite.
Choose Muse Glimmer 30B when its provider, model quality, latency, or availability is more important than the numeric price/context winner.
Choose Gemini 3.1 Flash Lite when you care most about lower input-token price, and larger context window.
- On the standard 1M input plus 500K output workload, Gemini 3.1 Flash Lite is estimated at $1 vs $1.1 for Muse Glimmer 30B, saving $0.1 (9.1% lower).
- Gemini 3.1 Flash Lite is $0.1 cheaper on the standard workload (9.1% lower).
- Gemini 3.1 Flash Lite is $0.1 cheaper per 1M input tokens (28.6% lower; 1.4x difference).
- Both models report the same output price at $1.5 per 1M tokens.
- Gemini 3.1 Flash Lite has 917.5K more context (8x larger).
| Feature | Muse Glimmer 30B (Meta) | Gemini 3.1 Flash Lite (Google) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.35 | $0.25 |
| Completion Price per 1M tokens | $1.5 | $1.5 |
| Sample Workload Cost 1M input + 500K output | $1.1 | $1 |
| Context Window | 131.07K | 1.05M |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Gemini 3.1 Flash Lite | On the standard 1M input plus 500K output workload, Gemini 3.1 Flash Lite is estimated at $1 vs $1.1 for Muse Glimmer 30B, saving $0.1 (9.1% lower). |
| High-volume input processing | Gemini 3.1 Flash Lite | 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 | Gemini 3.1 Flash Lite | 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.
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Open Meta modelsGoogle catalog
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Open Google 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...
Gemini 3.1 Flash Lite is Google’s GA high-efficiency multimodal model optimized for low-latency, high-volume workloads. It supports text, image, video, audio, and PDF inputs, and is designed for lightweight agentic...