Model Comparison
Olmo 3.1 32B Instruct
vs. Sonar
Comparing 2 AI models · 11 benchmarks · Allen Institute for AI, Perplexity
Recommended Pick
PeSonar4 metric winsStrongest on: Reasoning, Intelligence, HLE
Lowest Price
Olmo 3.1 32B Instruct
$0.00/1M input price
Best Reasoning
Sonar
38.8 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
Reasoning gap
Sonar leads Olmo 3.1 32B Instruct by 17.1 points on reasoning.
Top-pick rationale
Sonar wins 4 measurable categories, including Reasoning, Intelligence, 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
—
tok/s
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Tokens
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Cost
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Sonar
Perplexity
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
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Full Comparison
| Metric | Al Olmo 3.1 32B Instruct | Top Pick Pe Sonar |
|---|---|---|
| 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 | Perplexity |
| Release Date | Jan 13, 2026 | Jan 21, 2025 |
| Performance & Speed | ||
| Throughput | — | — |
| TTFT | — | — |
| Latency | — | — |
| Composite Indices | ||
| Reasoning Score | 21.8 | 38.8 |
| Intelligence | 6.5 | 9.5 |
| Standard Benchmarks | ||
| GPQA | 53.9% | 47.1% |
| MMLU Pro | — | 68.9% |
| HLE | 4.9% | 7.3% |
| LiveCodeBench | — | 29.5% |
| MATH 500 | — | 81.7% |
| AIME (Original) | — | 48.7% |
| SciCode | 16.7% | 22.9% |
| LCR | 0.0% | — |
| IFBench | 39.2% | — |
| TAU-bench v2 | 21.3% | — |
| TerminalBench Hard | 0.0% | — |
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.
Sonar has the strongest reasoning profile with a 38.8 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
Sonar
- Complex reasoning tasks
- Research & analysis
