Question 1

What is Ling 3.0 Flash?

Accepted Answer

Ling 3.0 Flash is a model from InclusionAI, released on Jul 23, 2026. Ling-3.0-flash is a 124B-parameter Mixture-of-Experts (MoE) model, with approximately 5.1B parameters activated per token. The model is designed with token efficiency and production-scale agentic inference as key priorities, enabling developers...

Question 2

How much does Ling 3.0 Flash 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 $0.14 per 1M output tokens.

Question 3

Which providers serve Ling 3.0 Flash on Respan?

Accepted Answer

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

Question 4

What is Ling 3.0 Flash's context window?

Accepted Answer

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

Question 5

How do I use Ling 3.0 Flash 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". 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?

Accepted Answer

Over the last 30 days of requests through the Respan gateway, the fastest provider was Novita at 67 tokens per second, and the lowest response latency was 0.9 seconds on Novita. Speed varies with request size and provider.

Provider	Context	Input	Output
OpenRouter`openrouter/inclusionai/ling-3.0-flash`	262K	$0.02/M	$0.06/M
NovitaSave 10%`novita/inclusionai/ling-3.0-flash`	262K	$0.05/M	$0.16/M
DeepInfra`deepinfra/inclusionAI/Ling-3.0-flash`	131K	$0.06/M	$0.18/M

Ling 3.0 Flash

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Ling 3.0 Flash FAQ

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