Model Comparison
Olmo 3.1 32B Instruct
vs. Qwen3 VL 8B Instruct
Comparing 2 AI models · 10 benchmarks · Allen Institute for AI, Alibaba
Recommended Pick
Strongest on: Input price, Output price, TTFT
Lowest Price
Olmo 3.1 32B Instruct
$0.00/1M input price
Best Reasoning
Olmo 3.1 32B Instruct
21.8 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 Instruct.
Reasoning gap
Olmo 3.1 32B Instruct leads Qwen3 VL 8B Instruct by 0.0 points on reasoning.
Top-pick rationale
Olmo 3.1 32B Instruct wins 8 measurable categories, including Input price, Output price, TTFT, Latency.
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
—
Time
—
tok/s
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Tokens
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Cost
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Qwen3 VL 8B Instruct
Alibaba
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
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Full Comparison
| Metric | Top Pick Al Olmo 3.1 32B Instruct | Al Qwen3 VL 8B Instruct |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.18/1M |
| Output Cost | $0.00/1M | $0.70/1M |
| Blended (3:1) | — | $0.31/1M |
| Specifications | ||
| Organization | Allen Institute for AI | Alibaba |
| Release Date | Jan 13, 2026 | Oct 14, 2025 |
| Performance & Speed | ||
| Throughput | — | 144.2 tok/s |
| TTFT | — | 1177ms |
| Latency | — | 1177ms |
| Composite Indices | ||
| Value Score | — | 100.0 |
| Reasoning Score | 21.8 | 21.7 |
| Intelligence | 6.5 | 8.4 |
| Math | — | 27.3 |
| Standard Benchmarks | ||
| GPQA | 53.9% | 42.7% |
| MMLU Pro | — | 68.6% |
| HLE | 4.9% | 2.9% |
| LiveCodeBench | — | 33.2% |
| AIME 2025 | — | 27.3% |
| SciCode | 16.7% | 17.4% |
| LCR | 0.0% | 15.3% |
| IFBench | 39.2% | 32.3% |
| TAU-bench v2 | 21.3% | 29.2% |
| TerminalBench Hard | 0.0% | 2.3% |
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.
Olmo 3.1 32B Instruct has the strongest reasoning profile with a 21.8 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
- Complex reasoning tasks
- Research & analysis
Qwen3 VL 8B Instruct
- General-purpose AI
- Versatile applications