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Ling 3.0 Flash

InclusionAI's native hybrid-reasoning MoE model (124B total, 5.1B active) with strong agentic and coding performance.

ling-3.0-flash
STABLEGet StartedView uptime
262,144 context
Released August 2, 2026
Starting at $0.06/M input tokens
Starting at $0.18/M output tokens
Streaming
Tools
Reasoning
JSON Output
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Select Provider

All Providers for Ling 3.0 Flash

LLM Gateway routes requests to the best providers that are able to handle your prompt size and parameters.

DeepInfra
Context: 262.1k
Input
$0.06
/M tokens
Cache Read
$0.012
/M tokens
Output
$0.18
/M tokens
Get Started
NovitaAI
Context: 262.1k
Input
$0.06
/M tokens
Cache Read
$0.012
/M tokens
Output
$0.18
/M tokens
Get Started

Frequently asked questions

What is Ling 3.0 Flash?

InclusionAI's native hybrid-reasoning MoE model (124B total, 5.1B active) with strong agentic and coding performance. You can access it through LLM Gateway's OpenAI-compatible API with automatic provider routing, fallback, and cost analytics.

How much does Ling 3.0 Flash cost?

Pricing for Ling 3.0 Flash on LLM Gateway starts at $0.06 per million input tokens and $0.18 per million output tokens, depending on the provider. The pricing table above always reflects the current per-provider rates.

What is the context length of Ling 3.0 Flash?

Ling 3.0 Flash supports a context window of up to 262,144 tokens on its largest provider deployment.

Which providers serve Ling 3.0 Flash?

Ling 3.0 Flash is served by DeepInfra, NovitaAI through LLM Gateway. Requests are automatically routed to the best available provider, with fallback when a provider has issues.

Does Ling 3.0 Flash support tool calling and structured outputs?

Ling 3.0 Flash supports tool (function) calling and soft JSON output, but NOT strict JSON output schema (its upstream provider does not enforce it).

When was Ling 3.0 Flash released?

Ling 3.0 Flash was released on August 2, 2026.