InclusionAI Ling 3 Flash

Pricing & Specs API
Free REST API for prices, specs and benchmarks
InclusionAI Ling 3 Flash is Inclusionai's language model with a 262K context window and up to 33K output tokens, available from 5 providers, starting at $0.021 / 1M input and $0.063 / 1M output. A 124B-parameter Mixture-of-Experts LLM with ~5.1B active parameters per token, optimized for token-efficient inference with reasoning and tool-use capabilities.
Specifications
Canonical IDinclusionai-ling-3-flash
TypeLanguage
StatusActive
CreatorInclusionai
Providers
Context Window262K tokens
Max Output33K tokens
Input ModalitiesText
Output ModalitiesText
Reasoning Effortsdefault
Parameters127B
HuggingFace Likes359
HuggingFace Downloads (30d)17,020
HuggingFace Downloads (all-time)17,029
Release Date · 1 month ago
Benchmarks
Intelligence Index
#76
Coding Index
#61
GPQA
#88
HLE
#100
Time to First Token
#487
SciCode
#112
LCR
#125
Output TPS
#4

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
DeepInfra logo
DeepInfra
deepinfra/inclusionAI/Ling-3.0-flash
$0.06$0.18$0.012
Hugging Face logo
Hugging Face
novita:inclusionai/ling-3.0-flash
$0.06$0.18N/A
Novita logo
Novita
novita/inclusionai/ling-3.0-flash
$0.06$0.18$0.012
OpenRouter logo
OpenRouter
inclusionai/ling-3.0-flash
$0.021$0.063$0.0042
Vercel AI Gateway logo
Vercel AI Gateway
inclusionai/ling-3.0-flash
$0.06$0.18$0.012

Cost Calculator

US Dollar ($)
Preset:

Cheapest Instances to Run It

Cloud GPU instances that can host InclusionAI Ling 3 Flash, ranked by cheapest on-demand price. The model needs about 306 GB of GPU memory at FP16 precision (estimated from its parameter count), so treat the fit as guidance rather than a guarantee.

All clouds
FP16 (full precision)
US Dollar ($)
Instance
Cloud
GPU
VRAM
Price
Cheapest region
Standard_NC96ads_A100_v4Azure4× NVIDIA A100320 GB$14.69/hr
g7e.24xlargeAWS4× RTX PRO Server 6000384 GB$16.57/hr
g4-standard-192GCP4× nvidia-rtx-pro-6000384 GB$18.00/hr
7 more instances can run InclusionAI Ling 3 Flash
Unlock the full ranked list and FP8 / INT4 quantization with a CloudPrice subscription.

Model IDs

accounts/fireworks/models/ling-3-flash
deepinfra/inclusionAI/Ling-3.0-flash
inclusionai-ling-3-flash
inclusionai/ling-3.0-flash
inclusionAI/Ling-3.0-flash
inclusionai/ling-3.0-flash-free
inclusionai/ling-3.0-flash:free
ling-3-0-flash
novita/inclusionai/ling-3.0-flash