Model Comparison
Qwen3 VL 32B Instruct
vs. 30B (high)
Comparing 2 AI models · 10 benchmarks · Alibaba, Sarvam
Recommended Pick
Al Qwen3 VL 32B Instruct 9 metric wins Strongest on: Latency, Reasoning, Intelligence
Best Value
30B (high)
100.0 value score
27.5 reasoning / $0.05/1M
Lowest Price
30B (high)
$0.03/1M input price
Best Reasoning
Qwen3 VL 32B Instruct
45.4 reasoning score
Blends available reasoning benchmarks
Best for Coding
Qwen3 VL 32B Instruct
15.6 coding index
Composite Indices
Higher is better; speed and price are normalized
Standard Benchmarks
Only benchmarks with data are shown
Differences That Matter
Best value
30B (high) has the strongest quality-to-price mix at 100.0 out of 100 value points.
Price gap
30B (high) is 26.9x cheaper on input tokens than Qwen3 VL 32B Instruct.
Speed gap
30B (high) generates about 2.8x as many tokens per second as Qwen3 VL 32B Instruct.
Reasoning gap
Qwen3 VL 32B Instruct leads 30B (high) by 17.9 points on reasoning.
Coding gap
Qwen3 VL 32B Instruct leads 30B (high) by 7.7 points on coding.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Qwen3 VL 32B Instruct
Alibaba
TTFT
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Time
—
tok/s
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Tokens
—
Cost
—
30B (high)
Sarvam
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
Full Comparison
| Metric | Top Pick Al Qwen3 VL 32B Instruct | Sa 30B (high) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.70/1M | $0.03/1M |
| Output Cost | $2.80/1M | $0.11/1M |
| Blended (3:1) | $1.22/1M | $0.05/1M |
| Specifications | ||
| Organization | Alibaba | Sarvam |
| Release Date | Oct 21, 2025 | Mar 6, 2026 |
| Performance & Speed | ||
| Throughput | 76.1 tok/s | 216.7 tok/s |
| TTFT | 1189ms | 1167ms |
| Latency | 1189ms | 10395ms |
| Composite Indices | ||
| Value Score | 6.3 | 100.0 |
| Reasoning Score | 45.4 | 27.5 |
| Intelligence | 17.2 | 12.3 |
| Coding | 15.6 | 7.9 |
| Math | 68.3 | — |
| Standard Benchmarks | ||
| GPQA | 67.1% | 63.3% |
| MMLU Pro | 79.1% | — |
| HLE | 6.3% | 7.0% |
| LiveCodeBench | 51.4% | — |
| AIME 2025 | 68.3% | — |
| SciCode | 30.1% | 19.2% |
| LCR | 31.3% | 0.0% |
| IFBench | 39.2% | 26.5% |
| TAU-bench v2 | 29.2% | 34.5% |
| TerminalBench Hard | 8.3% | 2.3% |
Key Takeaways
30B (high) offers the best value at $0.03/1M, making it ideal for high-volume applications and cost-conscious projects.
Qwen3 VL 32B Instruct has the strongest reasoning profile with a 45.4 reasoning score, combining the available reasoning-heavy benchmarks.
Qwen3 VL 32B Instruct reaches a 15.6 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
Qwen3 VL 32B Instruct
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
30B (high)
- Cost-sensitive applications
- High-volume processing
