Model Comparison

Nova Pro vs Qwen3 VL 4B InstructWhich is better in 2026?

Nova Pro shows notably better performance in the majority of benchmarks. Qwen3 VL 4B Instruct is 6.2x cheaper per token.

Verdict: Nova Pro vs Qwen3 VL 4B Instruct — which is better?

Nova Pro (by Amazon) and Qwen3 VL 4B Instruct (by Alibaba Cloud / Qwen Team) are two of the AI models people compare most. Here is how they stack up on benchmarks, price and capabilities, and which one to pick in 2026.

Nova Pro outperforms in 2 benchmarks (IFEval, MMLU), while Qwen3 VL 4B Instruct is better at 1 benchmark (LVBench). Nova Pro shows notably better performance in the majority of benchmarks.

On price, Qwen3 VL 4B Instruct is roughly 6.2x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Nova Pro also accepts a larger context window (300,000 input tokens), making it the stronger choice for long documents and large codebases.

Choose Nova Pro if…

  • you want the strongest raw capability — it leads on 2 of 3 shared benchmarks
  • you process long inputs — it offers a 300,000 token context window

Choose Qwen3 VL 4B Instruct if…

  • cost matters — it's about 6.2x cheaper per token
  • you want the most recent training data — it shipped Sep 2025
  • you need open weights you can self-host or fine-tune

Performance Benchmarks

Comparative analysis across standard metrics

3 benchmarks

Nova Pro outperforms in 2 benchmarks (IFEval, MMLU), while Qwen3 VL 4B Instruct is better at 1 benchmark (LVBench).

Nova Pro shows notably better performance in the majority of benchmarks.

Sun Jun 14 2026 • llm-stats.com

Arena Performance

Human preference votes

Pricing Analysis

Price comparison per million tokens

Qwen3 VL 4B Instruct costs less

For input processing, Nova Pro ($0.80/1M tokens) is 8.0x more expensive than Qwen3 VL 4B Instruct ($0.10/1M tokens).

For output processing, Nova Pro ($3.20/1M tokens) is 5.3x more expensive than Qwen3 VL 4B Instruct ($0.60/1M tokens).

In conclusion, Nova Pro is more expensive than Qwen3 VL 4B Instruct.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Sun Jun 14 2026 • llm-stats.com
Amazon
Nova Pro
Input tokens$0.80
Output tokens$3.20
Best providerAWS Bedrock
Alibaba Cloud / Qwen Team
Qwen3 VL 4B Instruct
Input tokens$0.10
Output tokens$0.60
Best providerDeepinfra
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Nova Pro accepts 300,000 input tokens compared to Qwen3 VL 4B Instruct's 262,144 tokens. Nova Pro can generate longer responses up to 300,000 tokens, while Qwen3 VL 4B Instruct is limited to 262,144 tokens.

Amazon
Nova Pro
Input300,000 tokens
Output300,000 tokens
Alibaba Cloud / Qwen Team
Qwen3 VL 4B Instruct
Input262,144 tokens
Output262,144 tokens
Sun Jun 14 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Both Nova Pro and Qwen3 VL 4B Instruct support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Nova Pro

Text
Images
Audio
Video

Qwen3 VL 4B Instruct

Text
Images
Audio
Video

License

Usage and distribution terms

Nova Pro is licensed under a proprietary license, while Qwen3 VL 4B Instruct uses Apache 2.0.

License differences may affect how you can use these models in commercial or open-source projects.

Nova Pro

Proprietary

Closed source

Qwen3 VL 4B Instruct

Apache 2.0

Open weights

Release Timeline

When each model was launched

Nova Pro was released on 2024-11-20, while Qwen3 VL 4B Instruct was released on 2025-09-22.

Qwen3 VL 4B Instruct is 10 months newer than Nova Pro.

Nova Pro

Nov 20, 2024

1.6 years ago

Qwen3 VL 4B Instruct

Sep 22, 2025

8 months ago

10mo newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

Nova Pro is available from Bedrock. Qwen3 VL 4B Instruct is available from DeepInfra.

Nova Pro

bedrock logo
AWS Bedrock
Input Price:Input: $0.80/1MOutput Price:Output: $3.20/1M

Qwen3 VL 4B Instruct

deepinfra logo
Deepinfra
Input Price:Input: $0.10/1MOutput Price:Output: $0.60/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Key Takeaways

Larger context window (300,000 tokens)
Higher IFEval score (92.1% vs 82.3%)
Higher MMLU score (85.9% vs 77.2%)
Alibaba Cloud / Qwen Team

Qwen3 VL 4B Instruct

View details

Alibaba Cloud / Qwen Team

Less expensive input tokens
Less expensive output tokens
Has open weights
Higher LVBench score (56.2% vs 41.6%)

Detailed Comparison

AI Model Comparison Table
Feature
Amazon
Nova Pro
Alibaba Cloud / Qwen Team
Qwen3 VL 4B Instruct

FAQ

Common questions about Nova Pro vs Qwen3 VL 4B Instruct.

Which is better, Nova Pro or Qwen3 VL 4B Instruct?

Nova Pro shows notably better performance in the majority of benchmarks. Nova Pro is made by Amazon and Qwen3 VL 4B Instruct is made by Alibaba Cloud / Qwen Team. The best choice depends on your use case — compare their benchmark scores, pricing, and capabilities above.

How does Nova Pro compare to Qwen3 VL 4B Instruct in benchmarks?

Nova Pro scores ARC-C: 94.8%, GSM8k: 94.8%, DocVQA: 93.5%, IFEval: 92.1%, ChartQA: 89.2%. Qwen3 VL 4B Instruct scores DocVQAtest: 95.3%, ScreenSpot: 94.0%, OCRBench: 88.1%, MMBench-V1.1: 85.1%, AI2D: 84.1%.

Is Nova Pro cheaper than Qwen3 VL 4B Instruct?

Qwen3 VL 4B Instruct is 8.0x cheaper for input tokens. Nova Pro costs $0.80/M input and $3.20/M output via bedrock. Qwen3 VL 4B Instruct costs $0.10/M input and $0.60/M output via deepinfra.

What are the context window sizes for Nova Pro and Qwen3 VL 4B Instruct?

Nova Pro supports 300K tokens and Qwen3 VL 4B Instruct supports 262K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Nova Pro and Qwen3 VL 4B Instruct?

Key differences include context window (300K vs 262K), input pricing ($0.80 vs $0.10/M), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Nova Pro and Qwen3 VL 4B Instruct?

Nova Pro is developed by Amazon and Qwen3 VL 4B Instruct is developed by Alibaba Cloud / Qwen Team.