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Models › inclusionai › inclusionAI: Ling 3.0 Flash VL

inclusionAI: Ling 3.0 Flash VL — pricing & benchmarks

By inclusionai · Updated 2026-07-24 · vision / documentscheap high-volumestep-by-step reasoning

inclusionAI: Ling 3.0 Flash VL costs $0.06 per 1M input tokens and $0.18 per 1M output tokens, with a 131K context window. It is best suited for vision / documents, cheap high-volume, step-by-step reasoning, and is available through one OpenAI-compatible Appmo API key.
$0.06Input / 1M
$0.18Output / 1M
131KContext
—Intelligence
—Coding
—GPQA %
—Speed tok/s

What inclusionAI: Ling 3.0 Flash VL is used for

inclusionAI: Ling 3.0 Flash VL is best suited for vision / documents, cheap high-volume, step-by-step reasoning. Access it through one Appmo API key alongside 439 other models — Appmo's optimizer can route to it automatically when it is the best value for a request.

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 2026-07-24. 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 vision / documents, cheap high-volume, step-by-step reasoning.

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.