Muse Glimmer 30B is $0.33 cheaper per 1M input tokens (48.5% lower; 1.94x difference).
API cost decision in 10 seconds
Muse Glimmer 30B vs Qianfan-OCR-Fast
Pick Muse Glimmer 30B 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 when budget and context both matter.
On the standard 1M input plus 500K output workload, Muse Glimmer 30B is estimated at $1.1 vs $2.08 for Qianfan-OCR-Fast, saving $0.98 (47.2% lower).
Cost-first pickMuse Glimmer 30B
Context-first pickMuse Glimmer 30B
Sample savings$0.9847.2%
10x traffic gap$9.85
Muse Glimmer 30B is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $9.85. 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 | Qianfan-OCR-Fast |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Muse Glimmer 30B | $2.5 | $4.81 |
| Balanced workload | 1M input + 1M output | Muse Glimmer 30B | $1.85 | $3.49 |
| Output-heavy chatbot | 1M input + 5M output | Muse Glimmer 30B | $7.85 | $14.73 |
Muse Glimmer 30B is $1.31 cheaper per 1M output tokens (46.6% lower; 1.87x difference).
Muse Glimmer 30B has 65.54K more context (2x larger).
Muse Glimmer 30B is $0.98 cheaper on the standard workload (47.2% 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
Muse Glimmer 30B has the lower input price; Muse Glimmer 30B has the lower output price; Muse Glimmer 30B 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 $2.08 for Qianfan-OCR-Fast.
Choose Muse Glimmer 30B when you care most about lower input-token price, lower output-token price, and larger context window.
Choose Qianfan-OCR-Fast when its provider, model quality, latency, or availability is more important than the numeric price/context winner.
- On the standard 1M input plus 500K output workload, Muse Glimmer 30B is estimated at $1.1 vs $2.08 for Qianfan-OCR-Fast, saving $0.98 (47.2% lower).
- Muse Glimmer 30B is $0.98 cheaper on the standard workload (47.2% lower).
- Muse Glimmer 30B is $0.33 cheaper per 1M input tokens (48.5% lower; 1.94x difference).
- Muse Glimmer 30B is $1.31 cheaper per 1M output tokens (46.6% lower; 1.87x difference).
- Muse Glimmer 30B has 65.54K more context (2x larger).
| Feature | Muse Glimmer 30B (Meta) | Qianfan-OCR-Fast (Baidu) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.35 | $0.68 |
| Completion Price per 1M tokens | $1.5 | $2.81 |
| Sample Workload Cost 1M input + 500K output | $1.1 | $2.08 |
| Context Window | 131.07K | 65.54K |
| 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 $2.08 for Qianfan-OCR-Fast, saving $0.98 (47.2% 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 | 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.
- 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 $0.17 sample workload cost.
- DeepSeek V4 Flash Latest offers 1.31M context with $0.11 sample workload cost.
- DeepSeek V4 Flash 0731 · DeepSeek · #1
- MiMo-V2.5 · Xiaomi · #2
- Hy3 · Tencent · #3
- Ox Alpha · stealth · #4
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Open Baidu 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...
Qianfan-OCR-Fast is a domain-specific multimodal large model purpose-built for OCR. By leveraging specialized OCR training data while preserving versatile multimodal intelligence, it provides a powerful performance upgrade over Qianfan-OCR.