inclusionAI: Ling 3.0 Flash VL — pricing & benchmarks

By inclusionai · Updated 2026-11-08 · Open weights · mitReads imagesreads images / documentscheap high-volumestep-by-step reasoningopen weights / self-hostable

What inclusionAI: Ling 3.0 Flash VL is used for

inclusionAI: Ling 3.0 Flash VL is best suited for reads images / documents, cheap high-volume, step-by-step reasoning, open weights / self-hostable. Access it through one Appmo API key alongside 452 other models — Appmo's optimizer can route to it automatically when it is the best value for a request. Weights: huggingface.co/inclusionAI/Ling-3.0-flash-VL.

Use it via the Appmo API (OpenAI-compatible)

curl https://appmo.com/v1/chat/completions \
  -H "Authorization: Bearer $APPMO_KEY" \
  -d '{"model":"inclusionai/ling-3.0-flash-vl","messages":[{"role":"user","content":"Hello"}]}'

FAQ

How much does inclusionAI: Ling 3.0 Flash VL cost?
inclusionAI: Ling 3.0 Flash VL costs $0.06 per 1M input tokens and $0.18 per 1M output tokens ($0.09 blended), as of 2026-11-08. Prices are expected to fall as competition increases.

What is inclusionAI: Ling 3.0 Flash VL best for?
inclusionAI: Ling 3.0 Flash VL is best suited for reads images / documents, cheap high-volume, step-by-step reasoning, open weights / self-hostable.

How do I use inclusionAI: Ling 3.0 Flash VL?
Send requests to Appmo's OpenAI-compatible endpoint with model id "inclusionai/ling-3.0-flash-vl" and one API key — no separate provider account needed.

Is inclusionAI: Ling 3.0 Flash VL open source?
Yes — its weights are public on Hugging Face (inclusionAI/Ling-3.0-flash-VL) under the mit license; check the license terms before commercial use.

Can inclusionAI: Ling 3.0 Flash VL create images?
No. inclusionAI: Ling 3.0 Flash VL can read and understand images, but it only writes text.