Model Comparison

Qwen3 VL 235B A22B Instruct
vs. Solar Pro 4

Comparing 2 AI models · 0 benchmarks · Alibaba, Upstage

Recommended Pick

Upstage logoSolar Pro 48 metric wins

Strongest on: Value, Input price, Output price

Best Value

Upstage logo

Solar Pro 4

100.0 value score

41.6 reasoning / $0.52/1M

Lowest Price

Upstage logo

Solar Pro 4

$0.30/1M input price

Best Reasoning

Upstage logo

Solar Pro 4

41.6 reasoning score

Blends available reasoning benchmarks

Best for Coding

Upstage logo

Solar Pro 4

52.7 coding index

Differences That Matter

Best value

Solar Pro 4 has the strongest quality-to-price mix at 100.0 out of 100 value points.

Price gap

Solar Pro 4 is 1.3x cheaper on input tokens than Qwen3 VL 235B A22B Instruct.

Speed gap

Solar Pro 4 generates about 1.5x as many tokens per second as Qwen3 VL 235B A22B Instruct.

Reasoning gap

Solar Pro 4 leads Qwen3 VL 235B A22B Instruct by 27.2 points on reasoning.

Top-pick rationale

Solar Pro 4 wins 8 measurable categories, including Value, Input price, Output price, Blended price.

Live compare

Response Face-Off

Run one prompt through the selected models and compare response quality with live speed and cost context.

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Alibaba logo

Qwen3 VL 235B A22B Instruct

Alibaba

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TTFT

Time

tok/s

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Cost

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Upstage logo

Solar Pro 4

Upstage

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TTFT

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Full Comparison

Metric
Alibaba logoQwen3 VL 235B A22B Instruct
Alibaba
Top Pick
Upstage logoSolar Pro 4
Upstage
Pricing per 1M tokens
Input Cost$0.40/1M$0.30/1M
Output Cost$1.60/1M$1.20/1M
Blended (3:1)$0.70/1M$0.52/1M
Specifications
OrganizationAlibabaUpstage
Release DateSep 23, 2025Aug 6, 2026
Performance & Speed
Throughput52.1 tok/s78.5 tok/s
TTFT2700ms2010ms
Latency2700ms27470ms
Composite Indices
Value Score26.0100.0
Reasoning Score14.441.6
Intelligence14.441.6
Coding52.7

Key Takeaways

Solar Pro 4 offers the best value at $0.30/1M,making it ideal for high-volume applications and cost-conscious projects.

Solar Pro 4 has the strongest reasoning profile with a 41.6 reasoning score,combining the available reasoning-heavy benchmarks.

Solar Pro 4 reaches a 52.7 coding index,making it the top choice for software development and code generation tasks.

All models support context windows of ∞+ tokens,suitable for processing lengthy documents and maintaining extended conversations.

When to Choose Each Model

Alibaba logo

Qwen3 VL 235B A22B Instruct

  • General-purpose AI
  • Versatile applications
Upstage logo

Solar Pro 4

  • Cost-sensitive applications
  • High-volume processing
  • Complex reasoning tasks
  • Research & analysis
  • Code generation
  • Software development