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Ling 3.1 Flash – Benchmarks, Pricing & Intelligence Analysis

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

Not available on LLMBase

Ling 3.1 Flash is not currently available in LLMBase Chat or the LLMBase Inference API. Benchmarks, pricing, and model details remain available for research and comparison.

Input Price

$0.07/1M tokens

Output Price

$0.22/1M tokens

Intelligence

20.1

Coding

50.6

Specifications

Technical details and pricing.

ProviderInclusionai
Context Window262,144 tokens
Release DateAug 4, 2026
ModalitiesText
CapabilitiesFunction Calling
AvailabilityNot available

EU-hosted inference API

Power your AI projects with open-source models.

Drop-in OpenAI-compatible API. No data leaves Europe.

MiniMax

MiniMax M3

$0.40 / $1.40

per M tokens

Z.ai

GLM 5.3 Flash

$0.20 / $0.60

per M tokens

MoonshotAI

Kimi K3

$4.00 / $18.00

per M tokens

DeepSeek

DeepSeek V4.1 Flash

$0.40 / $1.40

per M tokens

Frequently Asked Questions

What is Ling 3.1 Flash good for?

Use Ling 3.1 Flash for everyday tasks like writing, summarizing, brainstorming, and getting clear explanations.

How much does Ling 3.1 Flash cost?

Pricing is based on usage. Current rates are $0.07/1M tokens for input and $0.22/1M tokens for output.

Is Ling 3.1 Flash available in LLMBase Chat yet?

Not yet on this page. We will add chat and inference actions automatically once an exact catalog entry exists for Ling 3.1 Flash.

Does Ling 3.1 Flash support images or audio?

Ling 3.1 Flash focuses on text-based tasks.

Benchmarks and pricing use Artificial Analysis where available. Catalog specs are used as a fallback.