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InclusionAI

Ling 3.0 Flash VL

$$Standard
InclusionAI
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InclusionAI's hybrid vision-language model, layering native visual perception on the Ling 3.0 Flash MoE (124B total, 5.5B active). 131K-token context with image and video input, a hybrid instant/reasoning mode, and tool calling. Handles visual agent work: document and screen understanding, grounded tool use, and multimodal automation.

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Ling 3.0 Flash VL is somewhat expensive at $0.02/M tokens input and $0.06/M tokens output. Cached input reads are priced at $0.004/M tokens, making repeated context cheaper. The model supports vision/image input, extended reasoning, a 262K context window.

Best forVision tasksCost-effective

Benchmarks

CodingInsufficient data
AgenticInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:OpenRouter

Specifications

Vision
Audio
Reasoning
MoE
Architecture
124B
Parameters
5.5B
Active
262K
Context
33K
Max output

Performance

Providers

Misc

September 10, 2026
Released
CompareChat with Ling 3.0 Flash VL

Compare with

OpenAIGPT 6 Astravs Ling 3.0 Flash VLOpenAIGPT 6.1 Sol Provs Ling 3.0 Flash VLOpenAIGPT 6.1 Solvs Ling 3.0 Flash VLOpenAIGPT 6 Luna Provs Ling 3.0 Flash VLOpenAIGPT 6 Lunavs Ling 3.0 Flash VLAnthropicClaude Fable 5.1vs Ling 3.0 Flash VLAnthropicClaude Opus 5.5vs Ling 3.0 Flash VLAnthropicClaude Sonnet 5.5vs Ling 3.0 Flash VLAnthropicClaude Haiku 5.5vs Ling 3.0 Flash VLGoogleGemini 3.8 Flashvs Ling 3.0 Flash VLGoogleGemini 3.5 Flash-Litevs Ling 3.0 Flash VLGoogleGemma 4 31Bvs Ling 3.0 Flash VLxAIGrok 4.7vs Ling 3.0 Flash VLxAIGrok Build 0.1vs Ling 3.0 Flash VLMetaMuse Spark 1.3vs Ling 3.0 Flash VLDeepSeekDeepSeek V4 Pro (0813)vs Ling 3.0 Flash VLDeepSeekDeepSeek V4.1 Flashvs Ling 3.0 Flash VLMiniMaxMiniMax M3vs Ling 3.0 Flash VLMoonshotAIKimi K3vs Ling 3.0 Flash VLMoonshotAIKimi K2.7 Codevs Ling 3.0 Flash VLZhipu AIGLM 5.3vs Ling 3.0 Flash VLZhipu AIGLM 5.3 Flashvs Ling 3.0 Flash VLQwenQwen3.8 Max (0902)vs Ling 3.0 Flash VLQwenQwen3 Coder Nextvs Ling 3.0 Flash VLNVIDIANemotron 3 Ultravs Ling 3.0 Flash VL
Frequently Asked Questions about Ling 3.0 Flash VL▼

When was Ling 3.0 Flash VL released?

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Ling 3.0 Flash VL was released on September 10, 2026.

Who created Ling 3.0 Flash VL?

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Ling 3.0 Flash VL was created by InclusionAI.

How much does Ling 3.0 Flash VL cost?

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Ling 3.0 Flash VL costs $0.02/M input tokens and $0.06/M output tokens.

What is Ling 3.0 Flash VL API pricing?

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The Ling 3.0 Flash VL API is priced at $0.02 per million input tokens and $0.06 per million output tokens. You can access Ling 3.0 Flash VL through idapt.app alongside 200+ other AI models in one workspace.

Is Ling 3.0 Flash VL a reasoning model?

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Yes, Ling 3.0 Flash VL is a reasoning model. It can think step-by-step through complex problems before providing an answer, often yielding better results on difficult tasks like math, coding, and multi-step logic.

Does Ling 3.0 Flash VL support image or vision input?

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Yes, Ling 3.0 Flash VL supports vision/image input. You can share images in your conversation and the model will analyze and respond based on their content.

Does Ling 3.0 Flash VL support audio?

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No, Ling 3.0 Flash VL does not support audio input.

What is the context window of Ling 3.0 Flash VL?

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Ling 3.0 Flash VL has a context window of 262K tokens, meaning it can process approximately 196,608 words of context at once.

Is Ling 3.0 Flash VL open source?

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Ling 3.0 Flash VL is a proprietary model developed by InclusionAI. The model weights and training data are not publicly available.

What is Ling 3.0 Flash VL good at?

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Based on benchmark data, Ling 3.0 Flash VL excels at: visual analysis and image understanding. It is InclusionAI's capable model suitable for a wide range of tasks.

Where can I use Ling 3.0 Flash VL?

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You can chat with Ling 3.0 Flash VL on idapt.app — no separate API key required. idapt is an AI workspace with 200+ models, agents, computers, and tasks. You can also access Ling 3.0 Flash VL through InclusionAI's own API or platform.

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