Ling 3.2 Flash
Ling 3.2 Flash is a hybrid reasoning model from inclusionAI that accepts text and image input, with a 1M-token context window and up to 200 images per request.
Specifications
| Lab | InclusionAI |
|---|---|
| Context window | 1M tokens |
| Input price | $0.00/1M |
| Output price | $0.00/1M |
| Release | Nov 2026 |
Strengths
- Native multimodal reasoning over text, image, and video in one 1M-token context (up to 200 images per request)
- Strong document understanding (92.21 on OmniDocBench 1.5, vendor-reported)
- Image-to-web generation (85.86 on Vision2Web, vendor-reported)
- Efficient 560B-total / 25B-active MoE with budget pricing ($0.30/$0.90 per M)
Weaknesses
- No independent benchmark scores yet — all figures are vendor-reported
- Free OpenRouter tier is launch-only (first two weeks)
- Model weights gated on Hugging Face
Best for
- Complex document understanding
- Multimodal long-horizon agents
- Image-to-frontend generation
In Depth: Ling 3.2 Flash
Summary
Ling 3.2 Flash is an AI model from InclusionAI.
Released in Nov 2026. It takes text and image input and produces text output, with a context window of 1M tokens. Input pricing is $0.00 per 1M tokens and output is $0.00 per 1M tokens on OpenRouter.