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ILing 3.1 FlashAPI

Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.

262KContext window · tokens
$0.08Input price · per M tokens
$0.22Output price · per M tokens
InclusionAIProvider

Prices update automatically — checked daily against provider list prices.

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Benchmarks & performance

Independent benchmark scores for Ling 3.1 Flash, measured by Artificial Analysis. Higher is better.

Humanity's Last Exam39.4%
Long Context Reasoning83%
SciCode54.1%
⚡ Speed216.1 tokens/sec
⏱ Latency1.17s to first token
💰 Blended price$0.45 / 1M tokens
Benchmark data by Artificial Analysis

About this model

Ling 3.1 Flash is a commercial AI model by InclusionAI. The specifications below are tracked automatically: pricing is refreshed daily from public list prices, so the numbers on this page reflect the current cost of using the model through its API.

Frequently asked questions

What is Ling 3.1 Flash?

Ling 3.1 Flash is an AI language model from InclusionAI. It is a proprietary model, available through an API.

Is Ling 3.1 Flash free?

Ling 3.1 Flash is not free: it costs $0.08 per million input tokens and $0.22 per million output tokens. Open-weight alternatives can be self-hosted at no per-token cost.

What is Ling 3.1 Flash good at?

Independent benchmarks from Artificial Analysis give it Humanity's Last Exam 39.4%, Long Context Reasoning 83%, SciCode 54.1%.

How fast is Ling 3.1 Flash?

It generates about 216.1 tokens per second, with a median 1.17s delay before the first token. Measured independently by Artificial Analysis.

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