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Ling 3.0 Flash

Ling 3.0 Flash is designed with token efficiency and production-scale agentic inference as key priorities, enabling developers to complete more useful work within constrained token, latency, and serving-cost budgets.

ReasoningTool UseImplicit Caching
import { streamText } from 'ai'
const result = streamText({
model: 'inclusionai/ling-3.0-flash',
prompt: 'Why is the sky blue?'
})
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Try out Ling 3.0 Flash by Inclusionai. Usage is billed to your team at API rates. Free users (those who haven't made a payment) get $5 of credits every 30 days.

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Ling 3.0 Flash

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Route requests across multiple providers. Copy a provider slug to set your preference. Visit the docs for more info. Using a provider means you agree to their terms, listed under Legal.

Provider
Context
Max Output
Latency
Throughput
Input
Output
Cache
Web Search
Capabilities
ZDR
No Training
Release Date
256K32K
0.7s
$0.06/M
$0.18/M
Read:$0.01/M
Write:
08/06/2026

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P50 throughput on live AI Gateway traffic, in tokens per second (TPS). Visit the docs for more info.

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P50 time to first token (TTFT) on live AI Gateway traffic, in milliseconds. View the docs for more info.

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Direct request success rate on AI Gateway and per-provider. Visit the docs for more info.

Copy link to headingMore models by Inclusionai

Model
Context
Latency
Throughput
Input
Output
Cache
Web Search
Capabilities
Providers
ZDR
No Training
Release Date
256K
1.0s
418tps
Free
Free
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08/06/2026