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...
Model details →inclusionAI: Ling 3.0 Flash VL vs Qwen: Qwen2.5 VL 32B Instruct
inclusionAI: Ling 3.0 Flash VL wins on 5 of 6 axes — pricing and capability skew in its favour for most workloads.
Qwen2.5-VL-32B is a multimodal vision-language model fine-tuned through reinforcement learning for enhanced mathematical reasoning, structured outputs, and visual problem-solving capabilities. It excels at visual analysis tasks, including o…
Model details →Side-by-side comparison
| Capability | inclusionAI: Ling 3.0 Flash VL | Qwen: Qwen2.5 VL 32B Instruct | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 131K | 128K | 🏆 inclusionAI: Ling 3.0 Flash VL |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.06 | $0.20 | 🏆 inclusionAI: Ling 3.0 Flash VL |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.18 | $0.60 | 🏆 inclusionAI: Ling 3.0 Flash VL |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | — | 🏆 inclusionAI: Ling 3.0 Flash VL |
| Vision input Accepts image inputs alongside text. | Yes | Yes | Tie |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | Yes | — | 🏆 inclusionAI: Ling 3.0 Flash VL |
Frequently asked questions
Is inclusionAI: Ling 3.0 Flash VL better than Qwen: Qwen2.5 VL 32B Instruct?
inclusionAI: Ling 3.0 Flash VL wins on 5 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between inclusionAI: Ling 3.0 Flash VL and Qwen: Qwen2.5 VL 32B Instruct?
Input: $0.06 vs $0.20 per 1M tokens. Output: $0.18 vs $0.60 per 1M tokens.
What context windows do inclusionAI: Ling 3.0 Flash VL and Qwen: Qwen2.5 VL 32B Instruct support?
inclusionAI: Ling 3.0 Flash VL supports up to 131K tokens. Qwen: Qwen2.5 VL 32B Instruct supports up to 128K tokens.
Do both inclusionAI: Ling 3.0 Flash VL and Qwen: Qwen2.5 VL 32B Instruct support tool calling?
inclusionAI: Ling 3.0 Flash VL: yes. Qwen: Qwen2.5 VL 32B Instruct: not advertised.