Key Takeaways
Olmo 3 7B Think wins:
- Cheaper input tokens
- Cheaper output tokens
- Faster response time
- Better at coding
- Better at math
- Has reasoning mode
Olmo 3.1 32B Instruct wins:
- Higher intelligence benchmark
Price Advantage
Olmo 3 7B Think
Benchmark Advantage
Olmo 3 7B Think
Context Window
Olmo 3.1 32B Instruct
Speed
Olmo 3 7B Think
Pricing Comparison
Price Comparison
| Metric | Olmo 3 7B Think | Olmo 3.1 32B Instruct | Winner |
|---|---|---|---|
| Input (per 1M tokens) | $0.12 | $0.20 | Olmo 3 7B Think |
| Output (per 1M tokens) | $0.20 | $0.60 | Olmo 3 7B Think |
Using a 3:1 input/output ratio, Olmo 3 7B Think is 53% cheaper overall.
Olmo 3 7B Think Providers
Parasail $0.12 (Cheapest)
Olmo 3.1 32B Instruct Providers
DeepInfra $0.20 (Cheapest)
Benchmark Comparison
6
Benchmarks Compared
1
Olmo 3 7B Think Wins
2
Olmo 3.1 32B Instruct Wins
Benchmark Scores
| Benchmark | Olmo 3 7B Think | Olmo 3.1 32B Instruct | Winner |
|---|---|---|---|
Intelligence Index Overall intelligence score | 9.5 | 12.0 | |
Coding Index Code generation & understanding | 7.6 | 5.6 | |
Math Index Mathematical reasoning | 70.7 | - | - |
MMLU Pro Academic knowledge | 65.5 | - | - |
GPQA Graduate-level science | 51.6 | 53.9 | |
LiveCodeBench Competitive programming | 61.7 | - | - |
Olmo 3 7B Think shows stronger mathematical reasoning abilities.
Cost vs Quality
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Olmo 3 7B Think
Other models
Context & Performance
Context Window
Olmo 3 7B Think
65,536
tokens
Max output: 65,536 tokens
Olmo 3.1 32B Instruct
65,536
tokens
Speed Performance
| Metric | Olmo 3 7B Think | Olmo 3.1 32B Instruct | Winner |
|---|---|---|---|
| Tokens/second | 170.6 tok/s | 43.0 tok/s | |
| Time to First Token | 0.60s | 0.24s |
Olmo 3 7B Think responds 297% faster on average.
Capabilities
Feature Comparison
| Feature | Olmo 3 7B Think | Olmo 3.1 32B Instruct |
|---|---|---|
| Vision (Image Input) | ||
| Tool/Function Calls | ||
| Reasoning Mode | ||
| Audio Input | ||
| Audio Output | ||
| PDF Input | ||
| Prompt Caching | ||
| Web Search |
License & Release
| Property | Olmo 3 7B Think | Olmo 3.1 32B Instruct |
|---|---|---|
| License | Open Source | Proprietary |
| Author | Allenai | Allenai |
| Released | Nov 2025 | Jan 2026 |
Olmo 3 7B Think Modalities
Input
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Output
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Olmo 3.1 32B Instruct Modalities
Input
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Output
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