Ling 3.0 Flash Sante is $0.02 cheaper per 1M input tokens (30% lower; 1.43x difference).
API cost decision in 10 seconds
Ling 3.0 Flash VL vs Ling 3.0 Flash Sante
Pick Ling 3.0 Flash Sante 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 Ling 3.0 Flash Sante when budget and context both matter.
On the standard 1M input plus 500K output workload, Ling 3.0 Flash Sante is estimated at $0.1 vs $0.15 for Ling 3.0 Flash VL, saving $0.05 (30.9% lower).
Cost-first pickLing 3.0 Flash Sante
Context-first pickLing 3.0 Flash Sante
Sample savings$0.0530.9%
10x traffic gap$0.46
Ling 3.0 Flash Sante is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $0.46. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Ling 3.0 Flash Sante stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Ling 3.0 Flash VL | Ling 3.0 Flash Sante |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Ling 3.0 Flash Sante | $0.39 | $0.27 |
| Balanced workload | 1M input + 1M output | Ling 3.0 Flash Sante | $0.24 | $0.17 |
| Output-heavy chatbot | 1M input + 5M output | Ling 3.0 Flash Sante | $0.96 | $0.66 |
Ling 3.0 Flash Sante is $0.06 cheaper per 1M output tokens (31.6% lower; 1.46x difference).
Ling 3.0 Flash Sante has 131.07K more context (2x larger).
Ling 3.0 Flash Sante is $0.05 cheaper on the standard workload (30.9% 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
Ling 3.0 Flash Sante has the lower input price; Ling 3.0 Flash Sante has the lower output price; Ling 3.0 Flash Sante offers the larger context window. For the 1M input plus 500K output sample, Ling 3.0 Flash Sante is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.15 for Ling 3.0 Flash VL and $0.1 for Ling 3.0 Flash Sante.
Choose Ling 3.0 Flash VL when its provider, model quality, latency, or availability is more important than the numeric price/context winner.
Choose Ling 3.0 Flash Sante when you care most about lower input-token price, lower output-token price, and larger context window.
- On the standard 1M input plus 500K output workload, Ling 3.0 Flash Sante is estimated at $0.1 vs $0.15 for Ling 3.0 Flash VL, saving $0.05 (30.9% lower).
- Ling 3.0 Flash Sante is $0.05 cheaper on the standard workload (30.9% lower).
- Ling 3.0 Flash Sante is $0.02 cheaper per 1M input tokens (30% lower; 1.43x difference).
- Ling 3.0 Flash Sante is $0.06 cheaper per 1M output tokens (31.6% lower; 1.46x difference).
- Ling 3.0 Flash Sante has 131.07K more context (2x larger).
| Feature | Ling 3.0 Flash VL (inclusionAI) | Ling 3.0 Flash Sante (inclusionAI) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.06 | $0.042 |
| Completion Price per 1M tokens | $0.18 | $0.1232 |
| Sample Workload Cost 1M input + 500K output | $0.15 | $0.1 |
| Context Window | 131.07K | 262.14K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Ling 3.0 Flash Sante | On the standard 1M input plus 500K output workload, Ling 3.0 Flash Sante is estimated at $0.1 vs $0.15 for Ling 3.0 Flash VL, saving $0.05 (30.9% lower). |
| High-volume input processing | Ling 3.0 Flash Sante | 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 | Ling 3.0 Flash Sante | 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 VL when lower sample workload cost matters most: $0.
- Ling 3.0 Flash Sante (free) can replace Ling 3.0 Flash VL when lower sample workload cost matters most: $0.
- Ling 3.0 Flash Fin (free) can replace Ling 3.0 Flash VL when lower sample workload cost matters most: $0.
- Ling 3.0 Tiny (free) can replace Ling 3.0 Flash VL when lower sample workload cost matters most: $0.
- GPT-6 Luna Pro (batch) offers 1.05M context with $0.17 sample workload cost.
- GPT-6 Luna (batch) offers 1.05M context with $0.17 sample workload cost.
- Owl Alpha offers 1.05M context with $0 sample workload cost.
- GLM 5.3 Flash (batch) offers 1.05M context with $0.16 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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