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 NVIDIA: Nemotron Nano 12B 2 VL
inclusionAI: Ling 3.0 Flash VL wins on 3 of 6 axes — pricing and capability skew in its favour for most workloads.
NVIDIA Nemotron Nano 2 VL is a 12-billion-parameter open multimodal reasoning model designed for video understanding and document intelligence. It introduces a hybrid Transformer-Mamba architecture, combining transformer-level accuracy with…
Model details →Side-by-side comparison
| Capability | inclusionAI: Ling 3.0 Flash VL | NVIDIA: Nemotron Nano 12B 2 VL | 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 | $0.20 | 🏆 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 | Yes | Tie |
Frequently asked questions
Is inclusionAI: Ling 3.0 Flash VL better than NVIDIA: Nemotron Nano 12B 2 VL?
inclusionAI: Ling 3.0 Flash VL wins on 3 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 NVIDIA: Nemotron Nano 12B 2 VL?
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 NVIDIA: Nemotron Nano 12B 2 VL support?
inclusionAI: Ling 3.0 Flash VL supports up to 131K tokens. NVIDIA: Nemotron Nano 12B 2 VL supports up to 131K tokens.
Do both inclusionAI: Ling 3.0 Flash VL and NVIDIA: Nemotron Nano 12B 2 VL support tool calling?
inclusionAI: Ling 3.0 Flash VL: yes. NVIDIA: Nemotron Nano 12B 2 VL: not advertised.