Key Takeaways
Olmo 3.1 32B Think wins:
- Cheaper input tokens
- Larger context window
- Faster response time
- Higher intelligence benchmark
- Better at coding
- Better at math
- Has reasoning mode
OLMo 7B Instruct wins:
- Cheaper output tokens
Price Advantage
Olmo 3.1 32B Think
Benchmark Advantage
Olmo 3.1 32B Think
Context Window
Olmo 3.1 32B Think
Speed
Olmo 3.1 32B Think
Pricing Comparison
Price Comparison
| Metric | Olmo 3.1 32B Think | OLMo 7B Instruct | Winner |
|---|---|---|---|
| Input (per 1M tokens) | $0.15 | $0.20 | Olmo 3.1 32B Think |
| Output (per 1M tokens) | $0.50 | $0.20 | OLMo 7B Instruct |
Using a 3:1 input/output ratio, OLMo 7B Instruct is 16% cheaper overall.
Olmo 3.1 32B Think Providers
No provider data available
OLMo 7B Instruct Providers
No provider data available
Benchmark Comparison
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Benchmarks Compared
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Olmo 3.1 32B Think Wins
0
OLMo 7B Instruct Wins
Benchmark Scores
| Benchmark | Olmo 3.1 32B Think | OLMo 7B Instruct | Winner |
|---|---|---|---|
Intelligence Index Overall intelligence score | 13.9 | - | - |
Coding Index Code generation & understanding | 9.8 | - | - |
Math Index Mathematical reasoning | 77.3 | - | - |
MMLU Pro Academic knowledge | 76.3 | - | - |
GPQA Graduate-level science | 59.1 | - | - |
LiveCodeBench Competitive programming | 69.5 | - | - |
Olmo 3.1 32B Think significantly outperforms in coding benchmarks.
Cost vs Quality
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Olmo 3.1 32B Think
Other models
Context & Performance
Context Window
Olmo 3.1 32B Think
65,536
tokens
OLMo 7B Instruct
N/A
tokens
Speed Performance
| Metric | Olmo 3.1 32B Think | OLMo 7B Instruct | Winner |
|---|---|---|---|
| Tokens/second | 90.4 tok/s | N/A | |
| Time to First Token | 0.46s | N/A |
Capabilities
Feature Comparison
| Feature | Olmo 3.1 32B Think | OLMo 7B Instruct |
|---|---|---|
| Vision (Image Input) | ||
| Tool/Function Calls | ||
| Reasoning Mode | ||
| Audio Input | ||
| Audio Output | ||
| PDF Input | ||
| Prompt Caching | ||
| Web Search |
License & Release
| Property | Olmo 3.1 32B Think | OLMo 7B Instruct |
|---|---|---|
| License | Open Source | Proprietary |
| Author | Allenai | Allenai |
| Released | Dec 2025 | Unknown |
Olmo 3.1 32B Think Modalities
Input
text
Output
text
OLMo 7B Instruct Modalities
Input
Output