InclusionAI Ling 3 Flash Fast is Inclusionai's language model with a 262K context window and up to 33K output tokens, starting at $0.06 / 1M input and $0.18 / 1M output. A high-throughput variant of the 124B-parameter Ling 3.0 Flash MoE model, optimized for token-efficient production-scale agentic inference.
Specifications
Canonical IDinclusionai-ling-3-flash-fast
TypeLanguage
StatusActive
CreatorInclusionai
Providers
Context Window262K tokens
Max Output33K tokens
Input ModalitiesText
Output ModalitiesText
Reasoning Effortsdefault

Capabilities

Input1/5
Text✓
Image·
Audio·
Video·
PDF·
Output1/5
Text✓
Image·
Audio·
Video·
Embedding·
Capabilities3/13
Reasoning✓
Adaptive Reasoning·
Function Calling✓
Parallel Function Calling·
Structured Outputs·
Native JSON Schema·
Web Search·
URL Context·
Computer Use·
Code Execution·
File Search·
Prompt Caching✓
Assistant Prefill·

Pricing by Provider

US Dollar ($)
Per 1M tokens
ProviderStandard
Input
$ / 1M
Output
$ / 1M
Cache Read
$ / 1M
Novita logo
Novita
novita/inclusionai/ling-3.0-flash-fast
$0.06$0.18$0.012

Cost Calculator

US Dollar ($)
Preset:

Versions

VersionReleasedContextInput / 1MOutput / 1MStatus
InclusionAI Ling 3.1 Flash262K$0.075$0.225Available
InclusionAI Ling 3.1 Flash Free262K——Available
Ling 3.0 Flash VL262K$0.060$0.180Available
Ling 3.0 Flash Sante262K$0.075$0.220Available
InclusionAI Ling 3 Flash Fin262K$0.075$0.220Available
InclusionAI Ling 3 Flash Fast—262K$0.060$0.180Current
InclusionAI Ling 2.6 Flash262K——Deprecated
InclusionAI Ling 2 Flash————Available

Other Models

ModelTierReleasedContextInput / 1MOutput / 1M
InclusionAI Ling 3 Tiny—256K——
InclusionAI Ling 2 Mini—————
Ming Image 0.1 Design—————
Ming Image 0.1 Design Layer—————
InclusionAI Ling 1T—————

Model IDs

inclusionai-ling-3-flash-fast
inclusionai/ling-3.0-flash-fast
novita/inclusionai/ling-3.0-flash-fast