Ling 3.0 Flash VL is $0.14 cheaper per 1M input tokens (70% lower; 3.33x difference).
API cost decision in 10 seconds
NewOpenAI GPT Luna Latest vs NewLing 3.0 Flash VL
Pick Ling 3.0 Flash VL for lower cost; pick OpenAI GPT Luna Latest 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 Ling 3.0 Flash VL for lower cost; pick OpenAI GPT Luna Latest only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Ling 3.0 Flash VL is estimated at $0.15 vs $0.8 for OpenAI GPT Luna Latest, saving $0.65 (81.2% lower).
Cost-first pickLing 3.0 Flash VL
Context-first pickOpenAI GPT Luna Latest
Sample savings$0.6581.2%
10x traffic gap$6.5
OpenAI GPT Luna Latest has more context, but Ling 3.0 Flash VL saves $0.65 on the standard workload. At 10x that traffic, the same price gap is about $6.5. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Ling 3.0 Flash VL stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | OpenAI GPT Luna Latest | Ling 3.0 Flash VL |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Ling 3.0 Flash VL | $1.6 | $0.39 |
| Balanced workload | 1M input + 1M output | Ling 3.0 Flash VL | $1.4 | $0.24 |
| Output-heavy chatbot | 1M input + 5M output | Ling 3.0 Flash VL | $6.2 | $0.96 |
Ling 3.0 Flash VL is $1.02 cheaper per 1M output tokens (85% lower; 6.67x difference).
OpenAI GPT Luna Latest has 918.93K more context (8.01x larger).
Ling 3.0 Flash VL is $0.65 cheaper on the standard workload (81.2% 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
Ling 3.0 Flash VL has the lower input price; Ling 3.0 Flash VL has the lower output price; OpenAI GPT Luna Latest offers the larger context window. For the 1M input plus 500K output sample, Ling 3.0 Flash VL is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.8 for OpenAI GPT Luna Latest and $0.15 for Ling 3.0 Flash VL.
Choose OpenAI GPT Luna Latest when you care most about larger context window.
Choose Ling 3.0 Flash VL when you care most about lower input-token price, and lower output-token price.
- On the standard 1M input plus 500K output workload, Ling 3.0 Flash VL is estimated at $0.15 vs $0.8 for OpenAI GPT Luna Latest, saving $0.65 (81.2% lower).
- Ling 3.0 Flash VL is $0.65 cheaper on the standard workload (81.2% lower).
- Ling 3.0 Flash VL is $0.14 cheaper per 1M input tokens (70% lower; 3.33x difference).
- Ling 3.0 Flash VL is $1.02 cheaper per 1M output tokens (85% lower; 6.67x difference).
- OpenAI GPT Luna Latest has 918.93K more context (8.01x larger).
| Feature | NewOpenAI GPT Luna Latest (OpenAI) | NewLing 3.0 Flash VL (inclusionAI) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.2 | $0.06 |
| Completion Price per 1M tokens | $1.2 | $0.18 |
| Sample Workload Cost 1M input + 500K output | $0.8 | $0.15 |
| Context Window | 1.05M | 131.07K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Ling 3.0 Flash VL | On the standard 1M input plus 500K output workload, Ling 3.0 Flash VL is estimated at $0.15 vs $0.8 for OpenAI GPT Luna Latest, saving $0.65 (81.2% lower). |
| High-volume input processing | Ling 3.0 Flash VL | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Ling 3.0 Flash VL | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | OpenAI GPT Luna Latest | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- gpt-oss-120b (free) can replace OpenAI GPT Luna Latest when lower sample workload cost matters most: $0.
- gpt-oss-20b (free) can replace OpenAI GPT Luna Latest when lower sample workload cost matters most: $0.
- gpt-oss-20b can replace OpenAI GPT Luna Latest when lower sample workload cost matters most: $0.1.
- gpt-oss-120b can replace OpenAI GPT Luna Latest when lower sample workload cost matters most: $0.12.
- GLM 5.3 Flash offers 1.31M context with $0.4 sample workload cost.
- DeepSeek V4 Flash 0731 offers 1.31M context with $0.08 sample workload cost.
- GLM Flash Latest offers 1.31M context with $0.2 sample workload cost.
- DeepSeek V4 Flash Latest offers 1.31M context with $0.08 sample workload cost.
- Hy4 preview · Tencent · #1
- GPT-5.6 Luna · OpenAI · #2
- GLM 5.3 Flash · Z.ai · #3
- DeepSeek V4 Flash 0731 · DeepSeek · #4
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Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...