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Textby inclusionAI

Ling 3.0 Flash

Ling-3.0-flash is a 124B-parameter Mixture-of-Experts (MoE) model, with approximately 5.1B parameters activated per token. The model is designed with token efficiency and production-scale agentic inference as key priorities, enabling developers...

  • By price it is among the cheapest of the 347 text models GenMagic runs (6th cheapest).
  • It scores 20.6 on the Artificial Analysis Intelligence Index, 65th of the 116 text models with a score.
  • It has scores on 5 public benchmarks, listed below with their sources.
  • It was listed on Jul 23, 2026.

Data last changed Nov 1, 2026 · tracked since Oct 29, 2026 · Every model change

Try Ling 3.0 Flash in the studioBrowse all models

Try Ling 3.0 Flash

Generate with Ling 3.0 Flash right here. Verify your email to start with free credits.

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Specifications

Context window

262K tokens

Max output

33K tokens

Input price

$0.032 / 1M tokens

Output price

$0.095 / 1M tokens

Cached input

$0.0063 / 1M tokens

Benchmarks

How Ling 3.0 Flash scores on public benchmarks. Each card links to the benchmark explainer and to the original source.

Artificial Analysis Agentic IndexComposite Indices

19.3

source date 2026-11-04
Source: openrouter
Artificial Analysis Coding IndexComposite Indices

50.6

source date 2026-11-04
Source: openrouter
Artificial Analysis Intelligence IndexComposite Indices

20.6

source date 2026-09-18
Source: openrouter
GPQA DiamondReasoning & Knowledge

74.9%± 1.9

source date 2026-10-01
Source: openrouter
tau-bench (Airline)Agentic & Tool Use

68.7%

source date 2026-10-01
Source: openrouter

Compare against every model in the full benchmark matrix.

Capabilities

Reasoning

Works through multi-step problems before answering, for harder tasks.

Tool use

Can call functions and tools, enabling agentic and structured workflows.

Structured output

Returns validated JSON that conforms to a schema you define.

Use Ling 3.0 Flash through the API

The model id is inclusionai/ling-3.0-flash. Requests bill your GenMagic balance at the price above, and each response reports what it cost.

curl
curl https://genmagic.co/api/v1/chat/completions \
  -H "Authorization: Bearer $GENMAGIC_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "inclusionai/ling-3.0-flash",
    "messages": [{ "role": "user", "content": "Explain vector databases in two sentences." }]
  }'
Python (openai SDK)
from openai import OpenAI

client = OpenAI(base_url="https://genmagic.co/api/v1", api_key="YOUR_GENMAGIC_API_KEY")

resp = client.chat.completions.create(
    model="inclusionai/ling-3.0-flash",
    messages=[{"role": "user", "content": "Explain vector databases in two sentences."}],
)
print(resp.choices[0].message.content)

From an AI agent, call generate_text with "model": "inclusionai/ling-3.0-flash" on the GenMagic MCP server. Keys, limits and every endpoint are in the API documentation.

Use Ling 3.0 Flash in n8n

  1. In n8n, open the nodes panel, search for GenMagic and install it (a verified community node), then add it to your workflow.
  2. Set Resource to Text and Operation to Generate.
  3. In Model Name or ID, pick inclusionAI: Ling 3.0 Flash, or enter inclusionai/ling-3.0-flash as an expression.
  4. Connect your GenMagic API key (get one free). Each run is billed at the price above, and the node returns what it cost.

Ready-to-import workflows that already use the node are on GenMagic for n8n.

Similar-priced text models from other providers

Other text models GenMagic runs at a comparable price, on the same balance and API key.

ModelProviderPriceContext
inclusionAI: Ling 3.0 Flash (this model)inclusionAI$0.032 in / $0.095 out per 1M tokens262K
Google: Gemma 4 26B A4B Google$0.035 in / $0.10 out per 1M tokens262K
Z.ai: GLM Flash LatestZ.AI$0.043 in / $0.14 out per 1M tokens1M
Nex AGI: Nex-N2.5-MiniNEX-AGI$0.037 in / $0.15 out per 1M tokens262K
OpenAI: gpt-oss-120bOpenAI$0.015 in / $0.056 out per 1M tokens131K
Qwen: Qwen3.7 FlashQwen$0.045 in / $0.20 out per 1M tokens1M

Compare Ling 3.0 Flash

More from inclusionAI

All 4 inclusionAI models

inclusionAI: Ling 3.0 Tiny

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Ling 3.0 Tiny is a mixture-of-experts model from InclusionAI, with 1.3B active parameters out of 7.9B total. It is designed for responsive agents, instruction following, and multi-turn conversations, with switchable...

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inclusionAI: Ling 3.1 Flash

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Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.

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inclusionAI: Ling 3.0 Flash VL

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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...

View model

Price and listing history

Every change GenMagic has recorded for Ling 3.0 Flash since it began tracking the model on Oct 29, 2026. Prices are GenMagic's, the same the studio and the API charge.

DateChangeBeforeAfter
Nov 1, 2026Price up 36%$0.023 in / $0.069 out per 1M tokens$0.032 in / $0.095 out per 1M tokens

Where these figures come from

  • Price: GenMagic's own price, what the studio and the API charge, recomputed from the provider's price list every few minutes and recorded daily. How pricing works.
  • Specs and description: as inclusionAI publishes them (model card on Hugging Face), checked daily.
  • Benchmarks: 5 scores from Artificial Analysis and OpenRouter, re-read daily. Each score above links to its source.
  • Changes: the data on this page last changed on Nov 1, 2026, tracked since Oct 29, 2026. Every model's new listings, price changes and retirements are in the model changes log, and how every figure on GenMagic is sourced is on our sources page.

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