Atlas / Models / Inclusionai / inclusionAI: Ling 3.0 Flash VL

inclusionAI: Ling 3.0 Flash VL✓ Catalog verified

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 price
$0.06 /1M
Output price
$0.18 /1M
Context
131K
Modalities
textimagevideo
Released
Sep 10, 2026
Tool calling
✓ Yes
Atlas signal
85/100
01

Overview

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...

Access: available through the official Inclusionai API. Context window: 131K.

Pricing and metadata from the ModelsAtlas catalog.Last refreshed Sep 12, 2026
02

Specifications

API identifierinclusionai/ling-3.0-flash-vl
ProviderInclusionai
Model typeMultimodal LLM
Context window131K catalog
Input modalitiestext · image · video
Output modalitiestext
ReleasedSep 10, 2026
ModeratedNo
Architecture modalitytext+image+video->text
Supported parameters
frequency_penaltyinclude_reasoninglogit_biasmax_tokensmin_ppresence_penaltyreasoningrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_p
Source: provider documentation + catalog feedMethodology →
03

Pricing

Live pricing components for inclusionai/ling-3.0-flash-vl as published in the catalog.

$0.06
Input /1M
$0.18
Output /1M
Per request
Per image
Pricing componentRaw unit priceNormalizedUnit
Prompt tokens$6e-8$0.06 / 1MPer input token
Completion tokens$1.8e-7$0.18 / 1MPer output token
Request feeN/AN/APer request
Image feeN/AN/APer image unit
Web search feeN/AN/APer search request
Source: catalog pricing feedCompare all pricing →Cheapest models →
04

Cost calculator

Estimate monthly spend from your own token volumes.

Scale / Volume

Estimated Total Cost

$0.07Calculated from current list pricing in the ModelsAtlas catalog.
05

Capabilities

CapabilityStatusWhat it means
Visual Understanding✓ SupportedImage and document analysis support
Audio ProcessingNot advertisedSpeech and voice aligned flows
Tool Calling✓ SupportedSupports tools / function calling
Self-HostingNot advertisedDeploy outside managed APIs
Derived from catalog capability tags and supported parameters
06

Capability signals

Directional signals derived from model metadata and capability tags — not official benchmark submissions.

inclusionAI: Ling 3.0 Flash VL
MMLU Signal (Reasoning)
91signal
Coding Signal (HumanEval proxy)
88signal
Math Signal (GSM8K proxy)
83signal
Science Signal (GPQA proxy)
79signal
Estimated from metadata — not an official benchmark runAll benchmarks →Methodology →
07

Quick start

Call inclusionAI: Ling 3.0 Flash VL through an OpenAI-compatible client.

from openai import OpenAI

client = OpenAI(
    base_url="https://openrouter.ai/api/v1",
    api_key="YOUR_API_KEY"
)

response = client.chat.completions.create(
    model="inclusionai/ling-3.0-flash-vl",
    messages=[{"role": "user", "content": "Explain quantum physics."}]
)

print(response.choices[0].message.content)
08

Alternatives

Closest models by context window from a different provider.

09

Sources & attribution

Pricing and metadata are maintained in the ModelsAtlas catalog.

Capability bars use metadata tags — directional estimates onlyHow we source and verify data →
10

Frequently asked questions

How much does inclusionAI: Ling 3.0 Flash VL cost?

$0.06 per 1M input tokens and $0.18 per 1M output tokens on the official Inclusionai API.

What is the context window of inclusionAI: Ling 3.0 Flash VL?

inclusionAI: Ling 3.0 Flash VL supports up to 131K tokens of context.

Does inclusionAI: Ling 3.0 Flash VL support tool / function calling?

Yes, inclusionAI: Ling 3.0 Flash VL supports tool / function calling — you can register tools and the model will emit structured tool calls.

How do I access inclusionAI: Ling 3.0 Flash VL?

Use the official Inclusionai API with the model id `inclusionai/ling-3.0-flash-vl`. See the Quick start section above for code examples.