inclusionAI: Ling 3.1 Flash

Other · 262K token context · text

Pricing: $0.15 per 1M input tokens, $0.46 per 1M output tokens

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

Pricing

$0.15 per 1M input tokens and $0.46 per 1M output tokens. Billing is per token: input tokens are charged at the input rate and output tokens at the output rate, from one llmka.dev balance.

Prices checked 2026-11-04

Context and limits

The context window is 262,144 tokens (262K).

The maximum output is 235,929 tokens.

When to use inclusionAI: Ling 3.1 Flash

inclusionAI: Ling 3.1 Flash (model ID `ling-3.1-flash`) takes text input and returns text output.

Supported features in the catalog: function calling (tools), streamed responses over SSE.

Use inclusionAI: Ling 3.1 Flash for text generation and chat.

FAQ

How much does inclusionAI: Ling 3.1 Flash cost?

$0.15 per 1M input tokens and $0.46 per 1M output tokens. Billing is per token: input tokens are charged at the input rate and output tokens at the output rate, from one llmka.dev balance.

What is the context window and output limit of inclusionAI: Ling 3.1 Flash?

The context window is 262,144 tokens (262K). The maximum output is 235,929 tokens.

How do I get access to inclusionAI: Ling 3.1 Flash?

Create an API key in the llmka.dev dashboard and send requests to model "ling-3.1-flash" at https://api.llmka.dev/v1. The endpoint is OpenAI-compatible. One key and one balance cover all models on the gateway.

Links

All models and prices · API documentation · Quick start

Available through the llmka.dev gateway: OpenAI- and Anthropic-compatible endpoints, one key, USDT top-up.