Granite 4.1 8B is $1.2 cheaper per 1M input tokens (96% lower; 25x difference).
API cost decision in 10 seconds
Muse Spark 1.2 vs Granite 4.1 8B
Pick Granite 4.1 8B for lower cost; pick Muse Spark 1.2 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 Granite 4.1 8B for lower cost; pick Muse Spark 1.2 only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Granite 4.1 8B is estimated at $0.1 vs $3.38 for Muse Spark 1.2, saving $3.27 (97% lower).
Cost-first pickGranite 4.1 8B
Context-first pickMuse Spark 1.2
Sample savings$3.2797%
10x traffic gap$32.75
Muse Spark 1.2 has more context, but Granite 4.1 8B saves $3.27 on the standard workload. At 10x that traffic, the same price gap is about $32.75. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Granite 4.1 8B stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Muse Spark 1.2 | Granite 4.1 8B |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Granite 4.1 8B | $8.38 | $0.3 |
| Balanced workload | 1M input + 1M output | Granite 4.1 8B | $5.5 | $0.15 |
| Output-heavy chatbot | 1M input + 5M output | Granite 4.1 8B | $22.5 | $0.55 |
Granite 4.1 8B is $4.15 cheaper per 1M output tokens (97.6% lower; 42.5x difference).
Muse Spark 1.2 has 917.5K more context (8x larger).
Granite 4.1 8B is $3.27 cheaper on the standard workload (97% 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
Granite 4.1 8B has the lower input price; Granite 4.1 8B has the lower output price; Muse Spark 1.2 offers the larger context window. For the 1M input plus 500K output sample, Granite 4.1 8B is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $3.38 for Muse Spark 1.2 and $0.1 for Granite 4.1 8B.
Choose Muse Spark 1.2 when you care most about larger context window.
Choose Granite 4.1 8B when you care most about lower input-token price, and lower output-token price.
- On the standard 1M input plus 500K output workload, Granite 4.1 8B is estimated at $0.1 vs $3.38 for Muse Spark 1.2, saving $3.27 (97% lower).
- Granite 4.1 8B is $3.27 cheaper on the standard workload (97% lower).
- Granite 4.1 8B is $1.2 cheaper per 1M input tokens (96% lower; 25x difference).
- Granite 4.1 8B is $4.15 cheaper per 1M output tokens (97.6% lower; 42.5x difference).
- Muse Spark 1.2 has 917.5K more context (8x larger).
| Feature | Muse Spark 1.2 (Meta) | Granite 4.1 8B (IBM) |
|---|---|---|
| Input Price prompt tokens per 1M | $1.25 | $0.05 |
| Completion Price per 1M tokens | $4.25 | $0.1 |
| Sample Workload Cost 1M input + 500K output | $3.38 | $0.1 |
| Context Window | 1.05M | 131.07K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Granite 4.1 8B | On the standard 1M input plus 500K output workload, Granite 4.1 8B is estimated at $0.1 vs $3.38 for Muse Spark 1.2, saving $3.27 (97% lower). |
| High-volume input processing | Granite 4.1 8B | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Granite 4.1 8B | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Muse Spark 1.2 | 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 Spark 1.2 when lower sample workload cost matters most: $0.
- Llama 3.2 3B Instruct (free) can replace Muse Spark 1.2 when lower sample workload cost matters most: $0.
- Llama 3.1 8B Instruct can replace Muse Spark 1.2 when lower sample workload cost matters most: $0.09.
- Llama 3.2 1B Instruct can replace Muse Spark 1.2 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.
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