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 Z.ai: GLM 4.6V
inclusionAI: Ling 3.0 Flash VL wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
GLM-4.6V is a large multimodal model designed for high-fidelity visual understanding and long-context reasoning across images, documents, and mixed media. It supports up to 128K tokens, processes complex page layouts...
Model details →Side-by-side comparison
| Capability | inclusionAI: Ling 3.0 Flash VL | Z.ai: GLM 4.6V | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 131K | 131K | Tie |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.06 | $0.30 | 🏆 inclusionAI: Ling 3.0 Flash VL |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.18 | $0.90 | 🏆 inclusionAI: Ling 3.0 Flash VL |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | Yes | Tie |
| Vision input Accepts image inputs alongside text. | Yes | Yes | Tie |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | Yes | Yes | Tie |
Frequently asked questions
Is inclusionAI: Ling 3.0 Flash VL better than Z.ai: GLM 4.6V?
inclusionAI: Ling 3.0 Flash VL wins on 2 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 Z.ai: GLM 4.6V?
Input: $0.06 vs $0.30 per 1M tokens. Output: $0.18 vs $0.90 per 1M tokens.
What context windows do inclusionAI: Ling 3.0 Flash VL and Z.ai: GLM 4.6V support?
inclusionAI: Ling 3.0 Flash VL supports up to 131K tokens. Z.ai: GLM 4.6V supports up to 131K tokens.
Do both inclusionAI: Ling 3.0 Flash VL and Z.ai: GLM 4.6V support tool calling?
inclusionAI: Ling 3.0 Flash VL: yes. Z.ai: GLM 4.6V: yes.