Qwen3.7 Flash is $0.01 cheaper per 1M input tokens (28.6% lower; 1.4x difference).
API cost decision in 10 seconds
Ling 3.0 Flash Sante vs Qwen3.7 Flash
Pick Qwen3.7 Flash 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 Qwen3.7 Flash when budget and context both matter.
On the standard 1M input plus 500K output workload, Qwen3.7 Flash is estimated at $0.1 vs $0.1 for Ling 3.0 Flash Sante, saving $0.0086 (8.3% lower).
Cost-first pickQwen3.7 Flash
Context-first pickQwen3.7 Flash
Sample savings$0.00868.3%
10x traffic gap$0.09
Qwen3.7 Flash is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $0.09. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Cost winner changes by workload shape: input-heavy / RAG favors Qwen3.7 Flash, balanced workload favors Qwen3.7 Flash, and output-heavy chatbot favors Ling 3.0 Flash Sante.
| Workload shape | Token mix | Better pick | Ling 3.0 Flash Sante | Qwen3.7 Flash |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Qwen3.7 Flash | $0.27 | $0.21 |
| Balanced workload | 1M input + 1M output | Qwen3.7 Flash | $0.17 | $0.16 |
| Output-heavy chatbot | 1M input + 5M output | Ling 3.0 Flash Sante | $0.66 | $0.68 |
Ling 3.0 Flash Sante is $0.0068 cheaper per 1M output tokens (5.2% lower; 1.06x difference).
Qwen3.7 Flash has 737.86K more context (3.81x larger).
Qwen3.7 Flash is $0.0086 cheaper on the standard workload (8.3% 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
Qwen3.7 Flash has the lower input price; Ling 3.0 Flash Sante has the lower output price; Qwen3.7 Flash offers the larger context window. For the 1M input plus 500K output sample, Qwen3.7 Flash is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.1 for Ling 3.0 Flash Sante and $0.1 for Qwen3.7 Flash.
Choose Ling 3.0 Flash Sante when you care most about lower output-token price.
Choose Qwen3.7 Flash when you care most about lower input-token price, and larger context window.
- On the standard 1M input plus 500K output workload, Qwen3.7 Flash is estimated at $0.1 vs $0.1 for Ling 3.0 Flash Sante, saving $0.0086 (8.3% lower).
- Qwen3.7 Flash is $0.0086 cheaper on the standard workload (8.3% lower).
- Qwen3.7 Flash is $0.01 cheaper per 1M input tokens (28.6% lower; 1.4x difference).
- Ling 3.0 Flash Sante is $0.0068 cheaper per 1M output tokens (5.2% lower; 1.06x difference).
- Qwen3.7 Flash has 737.86K more context (3.81x larger).
| Feature | Ling 3.0 Flash Sante (inclusionAI) | Qwen3.7 Flash (Qwen) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.042 | $0.03 |
| Completion Price per 1M tokens | $0.1232 | $0.13 |
| Sample Workload Cost 1M input + 500K output | $0.1 | $0.1 |
| Context Window | 262.14K | 1M |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Qwen3.7 Flash | On the standard 1M input plus 500K output workload, Qwen3.7 Flash is estimated at $0.1 vs $0.1 for Ling 3.0 Flash Sante, saving $0.0086 (8.3% lower). |
| High-volume input processing | Qwen3.7 Flash | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Ling 3.0 Flash Sante | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Qwen3.7 Flash | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Ling 3.0 Flash VL (free) can replace Ling 3.0 Flash Sante when lower sample workload cost matters most: $0.
- Ling 3.0 Flash Sante (free) can replace Ling 3.0 Flash Sante when lower sample workload cost matters most: $0.
- Ling 3.0 Flash Fin (free) can replace Ling 3.0 Flash Sante when lower sample workload cost matters most: $0.
- Ling 3.0 Tiny (free) can replace Ling 3.0 Flash Sante when lower sample workload cost matters most: $0.
- Owl Alpha offers 1.05M context with $0 sample workload cost.
- Ox Alpha offers 1.05M context with $0 sample workload cost.
- DeepSeek V4 Flash 0731 (free) offers 1.05M context with $0 sample workload cost.
- Inkling Small (free) offers 1.05M context with $0 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
Cheaper alternatives
Review low-cost models sorted by a standard 1M input plus 500K output workload.
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