Question 1

What is Qwen3 VL 32B Instruct?

Accepted Answer

Qwen3 VL 32B Instruct is a model from Qwen, released on Oct 21, 2025. Qwen3-VL-32B-Instruct is a large-scale multimodal vision-language model designed for high-precision understanding and reasoning across text, images, and video. With 32 billion parameters, it combines deep visual perception with advanced text comprehension, enabling fine-grained spatial reasoning, document and scene analysis, and long-horizon video understanding.Robust OCR in 32 languages, and enhanced multimodal fusion through Interleaved-MRoPE and DeepStack architectures. Optimized for agentic interaction and visual tool use, Qwen3-VL-32B delivers state-of-the-art performance for complex real-world multimodal tasks.

Question 2

How much does Qwen3 VL 32B Instruct cost?

Accepted Answer

On the Respan gateway, input starts at $0.10 per 1M tokens on OpenRouter, and output starts at $0.42 per 1M tokens on OpenRouter, after gateway discounts. Averaged across 2 providers, it costs $0.30 per 1M input tokens and $0.96 per 1M output tokens.

Question 3

Which providers serve Qwen3 VL 32B Instruct on Respan?

Accepted Answer

2 providers serve Qwen3 VL 32B Instruct: OpenRouter and TogetherAI. TogetherAI requires your own provider API key (BYOK).

Question 4

What is Qwen3 VL 32B Instruct's context window?

Accepted Answer

Qwen3 VL 32B Instruct accepts up to 262K tokens of context on its largest provider route.

Question 5

How do I use Qwen3 VL 32B Instruct with the Respan gateway?

Accepted Answer

Point any OpenAI-compatible SDK at https://api.respan.ai/api/ with your Respan API key and set the model to "qwen3-vl-32b-instruct". To set it up with a coding agent, copy the agent setup prompt at the top of this page.

Question 6

How fast is Qwen3 VL 32B Instruct?

Accepted Answer

Over the last 30 days of requests through the Respan gateway, the fastest provider was OpenRouter at 16 tokens per second, and the lowest response latency was 0.9 seconds on OpenRouter. Speed varies with request size and provider.

Provider	Context	Input	Output	Capabilities
OpenRouter`openrouter/qwen/qwen3-vl-32b-instruct`	131K	$0.10/M	$0.42/M
TogetherAIBYOK only`together_ai/Qwen/Qwen3-VL-32B-Instruct`	262K	$0.50/M	$1.50/M

Qwen3 VL 32B Instruct

Providers

Certified where it counts.

Pricing

Cost by volume

Throughput and latency

Output speed

Response latency

Apps