What is Ling 3.0 Flash VL API pricing?

Ling 3.0 Flash VL is listed at $0.06 per million input tokens and $0.18 per million output tokens on OpenRouter.

What is the context window of Ling 3.0 Flash VL?

Ling 3.0 Flash VL accepts up to 131,072 tokens of context, according to OpenRouter's model catalogue.

Is Ling 3.0 Flash VL open source?

Yes. Ling 3.0 Flash VL is an open-weights model: inclusionAI publishes the weights, so you can run it yourself as well as through an API.

Who makes Ling 3.0 Flash VL?

Ling 3.0 Flash VL is made by inclusionAI. We tested it through OpenRouter using the model ID inclusionai/ling-3.0-flash-vl.

Data as of 27 Oct 2026 · 78 models, 80 questions · reviewed by LLM Verifications team · methodology

inclusionAIOpen weightsReleased 10 Sept 2026

Ling 3.0 Flash VL benchmarks, speed and API pricing

Reviewed by LLM Verifications team · Tested 25 Oct 2026

Compare

Available through OpenRouter on

DeepInfra$0.06 in · $0.18 out

Intelligence—% correctNot measured

Speed—tok/sNot measured

Cost—per questionNot measuredList $0.06 in · $0.18 out per 1M

Verbosity—tokens per questionNot measured

Summary

Not yet tested on the current verification suite; speed, latency and price below are measured.

Specifications

Reasoning: Yes
Input: text, image, video
Output: text
Context window: 131k tokens
Weights: Open weights
Knowledge cutoff: —
OpenRouter ID: inclusionai/ling-3.0-flash-vl
Last tested: 25 Oct 2026

Peer group: 13 models with a blended list price under $0.15 per 1M tokens (3 input : 1 output). Charts below compare Ling 3.0 Flash VL with all models; cost and speed charts focus on this peer group.

Intelligence

Verification score: the share of 80 questions from open datasets answered correctly. See the benchmark datasets.

Score vs. cost per question

Ling 3.0 Flash VL circled; dashed line joins models no cheaper model beats

Score vs. end-to-end response time

Ling 3.0 Flash VL circled · accurate and quick sits top left

Score vs. tokens per question

Ling 3.0 Flash VL circled · output tokens, reasoning included

Verification score

All models tested on the current suite

62 more models · see the full leaderboard

Cost

Average cost of one question, split into input, reasoning and answer tokens at each model's list price. Reasoning tokens are billed as output.

Cost per question, by token type

Peer group: blended price under $0.15

1gpt-oss-20b$0.000049
2Granite 4.0 Micro$0.000051
3Granite 4.2 8B$0.000077
4Nova Micro 1.0$0.000087
5Mercury 2.5$0.00011
6Phi 4$0.00012
7Ministral 3 3B 2512$0.0002
8Solar Mini 4$0.00053
9Nemotron 3.5 Lightning$0.00059
10Ling 3.1 Flash$0.00061
11Reka Flash 3$0.0008
12Gemma 4 26B A4B$0.0011

Input Reasoning Answer

Cost per question, as billed

All models · lower is better

1Granite 4.0 Micro$0.000051
2gpt-oss-20b$0.000066
3Granite 4.2 8B$0.000077
4Nova Micro 1.0$0.000087
5Mercury 2.5$0.00011
6Phi 4$0.00012
7gpt-oss-120b$0.00013
8GLM 5.3 Flash$0.00015
9Ministral 3 3B 2512$0.00019
10GPT-6 Luna$0.00025

62 more models · see the full leaderboard

Speed and latency

Median of 3 streamed runs of the same prompt, measured 25 Oct 2026.

Output speed

Peer group (under $0.15) · higher is better

Time to first token

Peer group (under $0.15) · lower is better

End-to-end response time

Peer group (under $0.15) · lower is better

Latency vs. output speed

Ling 3.0 Flash VL circled · quick to start and fast sits top left

Results by category

Questions answered correctly in each category

Not yet tested on the current verification suite.

More from inclusionAI

inclusionAI#54Ling 3.1 Flash41.2% verification score7 tok/s1.1 s first token$0.00061 / question

All inclusionAI models →

Hosts and prices

Every host serving this model through OpenRouter, from OpenRouter's catalogue

Host	Input / 1M	Output / 1M	Context	Max output	Quantization
DeepInfra	$0.06	$0.18	131k	33k	fp16

Sources

Scores, speed and billed cost are our own measurements. Prices, context window and hosts come from OpenRouter's catalogue on the test date.

Ling 3.0 Flash VL on OpenRouter: list prices and hosts
Model card on Hugging Face: weights and licence
SuperGPQA (paper): 50 of the questions, ODC-BY 1.0
MMLU-Pro (paper): 30 of the questions, MIT
OpenRouter generation records: where billed cost and native token counts come from
Our methodology and editorial standards

Ling 3.0 Flash VL: frequently asked questions

What is Ling 3.0 Flash VL API pricing?: Ling 3.0 Flash VL is listed at $0.06 per million input tokens and $0.18 per million output tokens on OpenRouter.
What is the context window of Ling 3.0 Flash VL?: Ling 3.0 Flash VL accepts up to 131,072 tokens of context, according to OpenRouter's model catalogue.
Is Ling 3.0 Flash VL open source?: Yes. Ling 3.0 Flash VL is an open-weights model: inclusionAI publishes the weights, so you can run it yourself as well as through an API.
Who makes Ling 3.0 Flash VL?: Ling 3.0 Flash VL is made by inclusionAI. We tested it through OpenRouter using the model ID inclusionai/ling-3.0-flash-vl.