Model Comparison
Olmo 3.1 32B Instruct
vs. Olmo 3 32B Think
Comparing 2 AI models · 10 benchmarks · Allen Institute for AI
Recommended Pick
Strongest on: Reasoning, GPQA, HLE
Lowest Price
Olmo 3.1 32B Instruct
$0.00/1M input price
Best Reasoning
Olmo 3 32B Think
44.1 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
Reasoning gap
Olmo 3 32B Think leads Olmo 3.1 32B Instruct by 22.4 points on reasoning.
Top-pick rationale
Olmo 3 32B Think wins 6 measurable categories, including Reasoning, GPQA, HLE, SciCode.
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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Olmo 3 32B Think
Allen Institute for AI
TTFT
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Time
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Tokens
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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 Olmo 3 32B Think |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.00/1M |
| Output Cost | $0.00/1M | $0.00/1M |
| Specifications | ||
| Organization | Allen Institute for AI | Allen Institute for AI |
| Release Date | Jan 13, 2026 | Nov 20, 2025 |
| Performance & Speed | ||
| Throughput | — | — |
| TTFT | — | — |
| Latency | — | — |
| Composite Indices | ||
| Reasoning Score | 21.8 | 44.1 |
| Intelligence | 6.5 | 6.4 |
| Math | — | 73.7 |
| Standard Benchmarks | ||
| GPQA | 53.9% | 61.0% |
| MMLU Pro | — | 75.9% |
| HLE | 4.9% | 5.9% |
| LiveCodeBench | — | 67.2% |
| AIME 2025 | — | 73.7% |
| SciCode | 16.7% | 28.6% |
| LCR | 0.0% | 0.0% |
| IFBench | 39.2% | 49.1% |
| TAU-bench v2 | 21.3% | 0.0% |
| TerminalBench Hard | 0.0% | 1.5% |
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 32B Think has the strongest reasoning profile with a 44.1 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
Olmo 3 32B Think
- Complex reasoning tasks
- Research & analysis