Model Comparison
OLMo 2 32B
vs. Seed-OSS-36B-Instruct
Comparing 2 AI models · 10 benchmarks · Allen Institute for AI, ByteDance Seed
Recommended Pick
BySeed-OSS-36B-Instruct14 metric winsStrongest on: Throughput, Reasoning, Intelligence
Lowest Price
OLMo 2 32B
$0.00/1M input price
Best Reasoning
Seed-OSS-36B-Instruct
53.9 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 2 32B is ∞x cheaper on input tokens than Seed-OSS-36B-Instruct.
Reasoning gap
Seed-OSS-36B-Instruct leads OLMo 2 32B by 44.2 points on reasoning.
Top-pick rationale
Seed-OSS-36B-Instruct wins 14 measurable categories, including Throughput, Reasoning, Intelligence, Math.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
OLMo 2 32B
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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Seed-OSS-36B-Instruct
ByteDance Seed
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 2 32B | Top Pick By Seed-OSS-36B-Instruct |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.21/1M |
| Output Cost | $0.00/1M | $0.57/1M |
| Blended (3:1) | — | $0.30/1M |
| Specifications | ||
| Organization | Allen Institute for AI | ByteDance Seed |
| Release Date | Mar 13, 2025 | Aug 20, 2025 |
| Performance & Speed | ||
| Throughput | — | 38.1 tok/s |
| TTFT | — | 1478ms |
| Latency | — | 54038ms |
| Composite Indices | ||
| Value Score | — | 100.0 |
| Reasoning Score | 9.6 | 53.9 |
| Intelligence | 5.0 | 18.3 |
| Math | 3.3 | 84.7 |
| Standard Benchmarks | ||
| GPQA | 32.8% | 72.6% |
| MMLU Pro | 51.1% | 81.5% |
| HLE | 3.7% | 9.1% |
| LiveCodeBench | 6.8% | 76.5% |
| AIME 2025 | 3.3% | 84.7% |
| SciCode | 8.0% | 36.5% |
| LCR | 0.0% | 57.7% |
| IFBench | 38.1% | 41.9% |
| TAU-bench v2 | 0.0% | 49.4% |
| TerminalBench Hard | 0.0% | 6.8% |
Key Takeaways
OLMo 2 32B offers the best value at $0.00/1M,making it ideal for high-volume applications and cost-conscious projects.
Seed-OSS-36B-Instruct has the strongest reasoning profile with a 53.9 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 2 32B
- Cost-sensitive applications
- High-volume processing
Seed-OSS-36B-Instruct
- Complex reasoning tasks
- Research & analysis
