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Ling 3.0 Flash VL Pricing & API Specs

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Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual... Built by inclusionAI.

Prices updated

Input price

$0.06

per 1M tokens · Standard

Output price

$0.18

per 1M tokens · Standard

Input limit

131K

tokens

Output limit

33K

tokens

Input formats

TextImageVideoAudioPDF

Output formats

TextImageVideoAudioPDF
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Ling 3.0 Flash VL price history

4 price records since 10/9/2026 · 2 changes

Ling 3.0 Flash VL cost calculator

Input20M tokens
Output5M tokens

$2.10/month

Standard pricing

    Overview

    What is Ling 3.0 Flash VL?

    Ling 3.0 Flash VL is a text & reasoning and vision model from inclusionAI priced at $0.06 input and $0.18 output per 1M tokens, with a 131K context window. Its low input price suits high-volume work; no AA Intelligence score has been published yet.

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    Rates

    Ling 3.0 Flash VL pricing

    Pricing is based on token usage. Provider-specific caching, batch, regional, and tool charges may affect the final cost.

    Input · Standard

    $0.06

    Per 1M tokens

    Cached input · Standard

    $0.01

    Per 1M tokens

    Capabilities

    Ling 3.0 Flash VL Tools

    Tools available when using Ling 3.0 Flash VL through supported provider APIs.

    JSON mode

    Supported

    Reasoning

    Supported

    Strengths and limitations

    Strengths

    • Price rank 24 of 330 tracked models (1 = cheapest, by blended price).
    • Blended price at 3 input : 1 output is $0.090 per 1M tokens.
    • 1M input + 250K output tokens costs about $0.10.
    • Context window 131K vs a median of 262K (2.0× smaller).

    Limitations

    • Real-world cost still depends on prompt length, response length and provider-specific billing rules.
    • The 131K context window is smaller than several long-context alternatives.
    • Benchmarks are directional; test accuracy, latency and reliability on your own workload before committing.

    Public listed prices, checked Nov 9, 2026. Benchmarks as published by their sources. Confirm with the provider.

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    Frequently asked questions about Ling 3.0 Flash VL

    Ling 3.0 Flash VL is a text & reasoning and vision model from inclusionAI. Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...

    Ling 3.0 Flash VL costs $0.06 per million input tokens and $0.18 per million output tokens on standard pricing. A workload of 20M input and 5M output tokens a month is about $2.10.

    Ling 3.0 Flash VL accepts up to 131,072 tokens (131K) of input and can return up to 32,768 tokens in one response.

    Yes, Ling 3.0 Flash VL supports function/tool calling and structured (JSON) outputs. Supported tools: Function calling, Structured outputs, JSON mode, Reasoning, Deterministic seed, Prompt caching.

    Ling 3.0 Flash VL accepts Text, Image, Video as input and produces Text as output.

    Ling 3.0 Flash VL is available from 1 API provider: DeepInfra. Prices can differ by provider.

    Ling 3.0 Flash VL was released by inclusionAI in 2026-09-10.