Native multimodal hybrid MoE model for image and video understanding, reasoning, and visual agentsLing 3.0 Flash VL by inclusionai is offered by 7 providers on this page. No official API price is listed for it; the prices below come from third-party channels. The lowest paid channel is DevPass (LLM Gateway) at $0.06 / $0.18 per 1M. That channel is a third-party gateway, so confirm its availability and rate limits before depending on it. Prices vary about 1.3× across the providers that host it.
Artificial Analysis rates it 24.6 on the Intelligence Index, with 57 for coding and 28.7 for agentic tasks. Against its lowest blended price of $0.09 per 1M, that is roughly 273 index points per dollar, which is the value ratio the leaderboards rank on.
The context window is 256,000 tokens at the reference host, but hosts report different limits, from 131,072 to 262,144, so the usable window depends on the provider you pick. It supports reasoning, tool use, and structured output. Accepted input modalities are Text, Image, and Video. The weights are open, so it can also be self-hosted or served through a gateway of your choice.
Quality is independently evaluated by Artificial Analysis. Speed/latency are model-level medians.
| Provider | Tier | Input | Output | Cache read | Cache write | Context | Output limit | Status |
|---|---|---|---|---|---|---|---|---|
| DevPass (LLM Gateway) | Gateway | $0.06 | $0.18 | $0.012 | — | 131,072 ⚠ | 131,072 | |
| OpenRouter | Gateway | $0.06 | $0.18 | $0.012 | — | 131,072 ⚠ | 32,768 | |
| LLM Gateway | Gateway | $0.06 | $0.18 | $0.012 | — | 131,072 ⚠ | 32,768 | |
| Kilo Gateway | Gateway | $0.06 | $0.18 | $0.012 | — | 131,072 ⚠ | 32,768 | |
| NanoGPT | Gateway | $0.06 | $0.18 | $0.012 | — | 262,144 ⚠ | 32,768 | |
| Novita AI | Gateway | $0.075 | $0.22 | $0.015 | — | 262,144 ⚠ | 32,768 | |
| Vercel AI Gateway | Cloud | $0.075 | $0.22 | $0.015 | — | 256,000 | 32,000 |
Sorted by blended price (input×0.75 + output×0.25) asc. The official channel always shows regardless of rank. Whether a gateway's low price is actually usable can't be verified.
Interleaved thinking (reasoning between tool calls) is declared by 1 of 7 providers.