What is Qwen3-VL-30B-A3B Instruct good for?

Image and video understanding on a single consumer GPU. Apache 2.0 weights, a 30B mixture of experts with 3B active.

When is Qwen3-VL-30B-A3B Instruct not a good fit?

Audio input, image output and built-in web search, none of which it supports. Long chain-of-thought reasoning is the job of the Thinking sibling.

What is the cheapest way to run Qwen3-VL-30B-A3B Instruct?

Hosted, unless you push serious volume. Alibaba Cloud charges $0.20 in / $0.80 out per 1M tokens. The cheapest rental that fits is 2x RTX 4070 at $144 a month, which costs the same as about 480M tokens a month on that API.

Can I self-host Qwen3-VL-30B-A3B Instruct?

Yes. The weights are Apache 2.0 licensed. At 4-bit it needs about 21 GB of GPU memory, which starts at roughly $144 a month on the cheapest rental that fits.

Open weights · Apache 2.0

Qwen3-VL-30B-A3B Instruct

An efficient 30B MoE vision-language model with 3B active, offering strong multimodal capability at low inference cost.

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List price via Alibaba Cloud

Input: $0.20 /1M tokens
Output: $0.80 /1M tokens

Cheapest: $0.20 / $0.70 per 1M tokens via Novita

2 providers

Key Specifications

Context window: 262K tokens
Max output: 66K tokens
Parameters: 31.1B, 3B active
Inputs: Text, image, video

Capabilities Show details: Function calling Connect to external tools, APIs, and systems. Structured output Return responses in structured formats like JSON.

Hosted API pricing

Input tokens M Output tokens M

Provider	Input /1M tokens	Output /1M tokens	Cost at 10M in + 2M out
Novita Cheapest	$0.20	$0.70	$3.40	View
Alibaba Cloud Creator	$0.20	$0.80	$3.60	View

Heads up: Base-tier, on-demand rates per 1M tokens; cached, batch and long-context tiers excluded. A provider may serve a shorter context or a quantized build than the creator's release. Verify before provisioning. More on how we price.

Estimated cost to self-host

Qwen3-VL-30B-A3B Instruct needs about 21 GB of GPU memory at 4-bit with 32K context. The cheapest rental that fits is 2× RTX 4070 at about $144 a month.

That costs the same as roughly 480M tokens a month on Alibaba Cloud's API. Self-hosting is more expensive below that volume.

Single node ≤ 8

Precision	Memory	Cheapest fit (32K context)(Full 262K context)	Cost /mo	Break-even vs API
4-bitINT4 / FP4	21 GB32 GB	2× RTX 4070	$144$288	480M tokens /mo960M tokens /mo
8-bitFP8 / INT8	36 GB46 GB	4× RTX 3060	$173$317	576M tokens /mo1B tokens /mo
16-bitFP16 / BF16	67 GB90 GB	8× RTX 3060	$346$634	1B tokens /mo2B tokens /mo

Estimates based on median on-demand rates for Nvidia GPUs. Memory is weights plus KV cache for one request, using FP8 KV cache where supported and FP16/BF16 otherwise. Break-even assumes a 5:1 input-to-output ratio. No guarantee of runtime support, usable performance, or that a matching quantized build exists. How we estimate costs.

Similarly priced models

The models nearest Qwen3-VL-30B-A3B Instruct by blended rate, each at its own cheapest provider.

Model	Blended /1M	Input /1M	Output /1M	Context	Cutoff	vs Qwen3-VL-30B-A3B Instruct
Qwen3.8-27B Alibaba Cloud	$0.225	$0.17	$0.50	262K		−21%
Qwen3-Coder-Next Alibaba Cloud	$0.23	$0.08	$0.98	262K		−19%
Llama 4 Scout Meta	$0.24	$0.16	$0.64	10M	Aug 2024	−15%
Qwen3.5-122B-A10B Alibaba Cloud	$0.2533	$0.12	$0.92	262K		−11%
Llama 4 Maverick Meta	$0.2833	$0.20	$0.70	1M	Aug 2024	0%
Qwen3-VL-30B-A3B Instruct This model Alibaba Cloud	$0.2833	$0.20	$0.70	262K
Muse Glimmer 30B Meta	$0.30	$0.20	$0.80	131K	Jan 2026	+6%
Qwen2.5-7B Instruct Alibaba Cloud	$0.30	$0.30	$0.30	33K		+6%
Qwen3-235B-A22B FP8 Alibaba Cloud	$0.30	$0.20	$0.80	33K		+6%
Qwen3.5-397B-A17B Alibaba Cloud	$0.3133	$0.17	$1.03	262K		+11%
MiniMax-M3 MiniMax	$0.3167	$0.20	$0.90	1M		+12%

Prices are USD per 1M tokens at each model's cheapest listed provider. Blended is the cost of 10M input plus 2M output tokens, spread over the 12M.

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Frequently Asked Questions

What is Qwen3-VL-30B-A3B Instruct good for?: Image and video understanding on a single consumer GPU. Apache 2.0 weights, a 30B mixture of experts with 3B active.
When is Qwen3-VL-30B-A3B Instruct not a good fit?: Audio input, image output and built-in web search, none of which it supports. Long chain-of-thought reasoning is the job of the Thinking sibling.
What is the cheapest way to run Qwen3-VL-30B-A3B Instruct?: Hosted, unless you push serious volume. Alibaba Cloud charges $0.20 in / $0.80 out per 1M tokens. The cheapest rental that fits is 2x RTX 4070 at $144 a month, which costs the same as about 480M tokens a month on that API.
Can I self-host Qwen3-VL-30B-A3B Instruct?: Yes. The weights are Apache 2.0 licensed. At 4-bit it needs about 21 GB of GPU memory, which starts at roughly $144 a month on the cheapest rental that fits.

More from Alibaba Cloud

Model	Context	Input /1M	Output /1M
Qwen2.5-7B Instruct Open weights	33K	$0.30	$0.30
Qwen3-235B-A22B FP8 Open weights	33K	$0.20	$0.80
Qwen3.5-397B-A17B Open weights	262K	$0.17	$1.03
Qwen3.5-122B-A10B Open weights	262K	$0.12	$0.92
Qwen3-Next-80B-A3B Instruct Open weights	262K	$0.15	$1.20
Qwen3-Next-80B-A3B Thinking Open weights	262K	$0.15	$1.20
Qwen2.5-VL-72B Instruct Open weights	33K	$0.25	$0.75
Qwen-MT-Plus	16K	$0.25	$0.75