InclusionAI Ling 3.1 Flash is Inclusionai's language model with a 262K context window and up to 236K output tokens, available from 2 providers, starting at $0.075 / 1M input and $0.225 / 1M output. A hybrid reasoning large language model with a 1M-token context window and a large mixture-of-experts architecture activating a fraction of its total parameters.
Specifications
Canonical IDinclusionai-ling-3-1-flash
TypeLanguage
StatusActive
CreatorInclusionai
Providers
Context Window262K tokens
Max Output236K tokens
Input ModalitiesText
Output ModalitiesText
Reasoning Effortsdefault
Release Date · 14 days ago
Benchmarks
Intelligence Index
#28
HLE
#48
Time to First Token
#482
SciCode
#38
LCR
#20
Output TPS
#27

Capabilities

Input1/5
Text✓
Image·
Audio·
Video·
PDF·
Output1/5
Text✓
Image·
Audio·
Video·
Embedding·
Capabilities5/13
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
OpenRouter logo
OpenRouter
inclusionai/ling-3.1-flash
$0.075$0.225$0.015
Vercel AI Gateway logo
Vercel AI Gateway
inclusionai/ling-3.1-flash
$0.3$0.9$0.06

Cost Calculator

US Dollar ($)
Preset:

Versions

VersionReleasedContextInput / 1MOutput / 1MStatus
InclusionAI Ling 3.1 Flash262K$0.075$0.225Current
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$0.180Available
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-3-1-flash
inclusionai/ling-3.1-flash
inclusionAI/Ling-3.1-flash
ling-3-1-flash
openrouter/inclusionai/ling-3.1-flash