Summarize is $1.96 cheaper per 1M input tokens (98% lower; 50x difference).
API cost decision in 10 seconds
NewSummarize vs Qwen3.8 2.4T A95B
Pick Summarize for lower cost; pick Qwen3.8 2.4T A95B only if the larger context window matters more.
Page updated:
Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick Summarize for lower cost; pick Qwen3.8 2.4T A95B only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Summarize is estimated at $0.04 vs $5 for Qwen3.8 2.4T A95B, saving $4.96 (99.2% lower).
Cost-first pickSummarize
Context-first pickQwen3.8 2.4T A95B
Sample savings$4.9699.2%
10x traffic gap$49.6
Qwen3.8 2.4T A95B has more context, but Summarize saves $4.96 on the standard workload. At 10x that traffic, the same price gap is about $49.6. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Summarize stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Summarize | Qwen3.8 2.4T A95B |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Summarize | $0.2 | $13 |
| Balanced workload | 1M input + 1M output | Summarize | $0.04 | $8 |
| Output-heavy chatbot | 1M input + 5M output | Summarize | $0.04 | $32 |
Summarize is free for output tokens while Qwen3.8 2.4T A95B costs $6 per 1M tokens.
Qwen3.8 2.4T A95B has 48.58K more context (1.05x larger).
Summarize is $4.96 cheaper on the standard workload (99.2% 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
Summarize has the lower input price; Summarize has the lower output price; Qwen3.8 2.4T A95B offers the larger context window. For the 1M input plus 500K output sample, Summarize is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.04 for Summarize and $5 for Qwen3.8 2.4T A95B.
Choose Summarize when you care most about lower input-token price, and lower output-token price.
Choose Qwen3.8 2.4T A95B when you care most about larger context window.
- On the standard 1M input plus 500K output workload, Summarize is estimated at $0.04 vs $5 for Qwen3.8 2.4T A95B, saving $4.96 (99.2% lower).
- Summarize is $4.96 cheaper on the standard workload (99.2% lower).
- Summarize is $1.96 cheaper per 1M input tokens (98% lower; 50x difference).
- Summarize is free for output tokens while Qwen3.8 2.4T A95B costs $6 per 1M tokens.
- Qwen3.8 2.4T A95B has 48.58K more context (1.05x larger).
| Feature | NewSummarize (ScaleDown) | Qwen3.8 2.4T A95B (Qwen) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.04 | $2 |
| Completion Price per 1M tokens | $0 | $6 |
| Sample Workload Cost 1M input + 500K output | $0.04 | $5 |
| Context Window | 1M | 1.05M |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Summarize | On the standard 1M input plus 500K output workload, Summarize is estimated at $0.04 vs $5 for Qwen3.8 2.4T A95B, saving $4.96 (99.2% lower). |
| High-volume input processing | Summarize | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Summarize | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Qwen3.8 2.4T A95B | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Qwen3.8 27B (free) can replace Qwen3.8 2.4T A95B when lower sample workload cost matters most: $0.
- Qwen3 Next 80B A3B Instruct (free) can replace Qwen3.8 2.4T A95B when lower sample workload cost matters most: $0.
- Qwen3 Coder 480B A35B (free) can replace Qwen3.8 2.4T A95B when lower sample workload cost matters most: $0.
- Qwen3.7 Flash can replace Qwen3.8 2.4T A95B when lower sample workload cost matters most: $0.1.
- 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.
- Llama 4 Scout offers 1.31M context with $0.47 sample workload cost.
- MiMo-V2.6-Flash offers 1.05M context with $0.28 sample workload cost.
- DeepSeek V4.1 Flash · DeepSeek · #1
- Step 5 Preview · StepFun · #2
- GLM 5.3 Flash · Z.ai · #3
- MiMo-V2.6-Flash · Xiaomi · #4
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