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Inclusionai

Ling 3.0 Flash VL fastruns locally

inclusionai/ling-3-0-flash-vl

Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...

Input / 1M

$0.060

USD per million tokens

Output / 1M

$0.18

USD per million tokens

Est. cost / token

$0.00000009

$0.090 per 1M, 3:1 mix

Context window

131K

max output 33K

Major features

VisionOpen weightsCachingReasoningJSON schemaTools

Task suitability (heuristic 1–5, not a benchmark)

  • coding3
  • reasoning3
  • math3
  • summarization4
  • extraction4
  • classification4
  • chat3
  • creative3
  • translation4
  • vision3
  • long context3
  • agentic3

Run it locally

Will it run on my machine? →
QuantizationQualityMemory needed (8K ctx)
Q2_Kpoor58.9 GB
Q3_K_Mfair68 GB
Q4_K_Mrecommendedgood84.1 GB
Q5_K_Mvery good97.2 GB
Q6_Kexcellent111 GB
Q8_0near-lossless143 GB
F16lossless266 GB

Estimates.

Price history

RecordedInputOutputCachedSource
2026-11-05 03:20$0.060$0.18$0.012openrouter

A row is added whenever a sync detects a price change. Vendor pricing source

Pricing (USD per 1M tokens)

Input
$0.060
Output
$0.18
Cached input
$0.012
Blended (3:1)
$0.090

Details

Company
Inclusionai
Version
3
Family
Ling
Released
2026-09-10
Parameters
124.8B
Max output
33K
Open weights
Yes
Inputs
image, text, video
Last synced
35 min ago