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Flash — fastest and cheapest, lighter reasoningOpen Weights

Ling 3.0 Flash VL Pricing

InclusionAI · inclusionai-ling-3-0-flash-vl

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Input / 1M tokens
$0.060
Output / 1M tokens
$0.180
Context window
131,072 tokens
≈ 175 pages of text
Max output
32,768 tokens

What it costs in practice

Estimate your own workloadOpens the calculator with Ling 3.0 Flash VL preloaded — adjust volume and token counts there.

Price history

List price per 1M tokens since we started tracking in Sep 2026. Each step marks a price change — hover a point for the exact date and rate.

What it excels at

Handles high-volume text and image inputs at low cost with 128k context and 32k output. Suitable for document and visual data pipelines.

The business tradeoff

Limited ecosystem and community support as an open-weights model from a lesser-known provider. May show reasoning gaps versus established flagships.

Cheaper from InclusionAI

Same tier from other providers

Head-to-head

Vendor list rates, as of Oct 13, 2026 · source: openrouter · per-request examples assume 1,200 input + 400 output tokens.