Question 1

What is Ling 3.0 Flash VL?

Accepted Answer

Ling 3.0 Flash VL is a model from InclusionAI, released on Sep 4, 2026. 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...

Question 2

How much does Ling 3.0 Flash VL cost?

Accepted Answer

On the Respan gateway, input starts at $0.02 per 1M tokens on OpenRouter, and output starts at $0.06 per 1M tokens on OpenRouter, after gateway discounts. Averaged across 3 providers, it costs $0.05 per 1M input tokens and $0.15 per 1M output tokens.

Question 3

Which providers serve Ling 3.0 Flash VL on Respan?

Accepted Answer

3 providers serve Ling 3.0 Flash VL: OpenRouter, DeepInfra, and Novita.

Question 4

What is Ling 3.0 Flash VL's context window?

Accepted Answer

Ling 3.0 Flash VL accepts up to 262K tokens of context on its largest provider route.

Question 5

How do I use Ling 3.0 Flash VL with the Respan gateway?

Accepted Answer

Point any OpenAI-compatible SDK at https://api.respan.ai/api/ with your Respan API key and set the model to "ling-3.0-flash-vl". To set it up with a coding agent, copy the agent setup prompt at the top of this page.

Question 6

How fast is Ling 3.0 Flash VL?

Accepted Answer

Over the last 30 days of requests through the Respan gateway, the fastest provider was OpenRouter at 52 tokens per second, and the lowest response latency was 1.1 seconds on OpenRouter. Speed varies with request size and provider.

Provider	Context	Input	Output
OpenRouter`openrouter/inclusionai/ling-3.0-flash-vl`	262K	$0.02/M	$0.06/M
DeepInfra`deepinfra/inclusionAI/Ling-3.0-flash-VL`	131K	$0.06/M	$0.18/M
NovitaSave 10%`novita/inclusionai/ling-3.0-flash-vl`	262K	$0.07/M	$0.20/M

Ling 3.0 Flash VL

Providers

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Pricing

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Throughput and latency

Output speed

Response latency

Apps

Ling 3.0 Flash VL FAQ

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