Model Comparison
Olmo 3.1 32B Instruct
vs. Qwen3 VL 8B (Reasoning)
Comparing 2 AI models · 10 benchmarks · Allen Institute for AI, Alibaba
Recommended Pick
AlQwen3 VL 8B (Reasoning)9 metric winsStrongest on: Throughput, Reasoning, Intelligence
Lowest Price
Olmo 3.1 32B Instruct
$0.00/1M input price
Best Reasoning
Qwen3 VL 8B (Reasoning)
26.6 reasoning score
Blends available reasoning benchmarks
Composite Indices
Higher is better; speed and price are normalized
Standard Benchmarks
Only benchmarks with data are shown
Differences That Matter
Price gap
Olmo 3.1 32B Instruct is ∞x cheaper on input tokens than Qwen3 VL 8B (Reasoning).
Reasoning gap
Qwen3 VL 8B (Reasoning) leads Olmo 3.1 32B Instruct by 4.9 points on reasoning.
Top-pick rationale
Qwen3 VL 8B (Reasoning) wins 9 measurable categories, including Throughput, Reasoning, Intelligence, GPQA.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Olmo 3.1 32B Instruct
Allen Institute for AI
TTFT
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Time
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tok/s
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Tokens
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Cost
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Qwen3 VL 8B (Reasoning)
Alibaba
TTFT
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Time
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tok/s
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Tokens
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Cost
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Which answer was more useful?
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Full Comparison
| Metric | Al Olmo 3.1 32B Instruct | Top Pick Al Qwen3 VL 8B (Reasoning) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.18/1M |
| Output Cost | $0.00/1M | $2.10/1M |
| Blended (3:1) | — | $0.66/1M |
| Specifications | ||
| Organization | Allen Institute for AI | Alibaba |
| Release Date | Jan 13, 2026 | Oct 14, 2025 |
| Performance & Speed | ||
| Throughput | — | 135.1 tok/s |
| TTFT | — | 1082ms |
| Latency | — | 15881ms |
| Composite Indices | ||
| Value Score | — | 100.0 |
| Reasoning Score | 21.8 | 26.6 |
| Intelligence | 6.5 | 10.6 |
| Math | — | 30.7 |
| Standard Benchmarks | ||
| GPQA | 53.9% | 57.9% |
| MMLU Pro | — | 74.9% |
| HLE | 4.9% | 3.3% |
| LiveCodeBench | — | 35.3% |
| AIME 2025 | — | 30.7% |
| SciCode | 16.7% | 21.9% |
| LCR | 0.0% | 31.0% |
| IFBench | 39.2% | 39.9% |
| TAU-bench v2 | 21.3% | 22.5% |
| TerminalBench Hard | 0.0% | 3.8% |
Key Takeaways
Olmo 3.1 32B Instruct offers the best value at $0.00/1M,making it ideal for high-volume applications and cost-conscious projects.
Qwen3 VL 8B (Reasoning) has the strongest reasoning profile with a 26.6 reasoning score,combining the available reasoning-heavy benchmarks.
All models support context windows of ∞+ tokens,suitable for processing lengthy documents and maintaining extended conversations.
When to Choose Each Model
Olmo 3.1 32B Instruct
- Cost-sensitive applications
- High-volume processing
Qwen3 VL 8B (Reasoning)
- Complex reasoning tasks
- Research & analysis
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