Key Takeaways
Olmo 3.1 32B Think wins:
- Cheaper input tokens
- Cheaper output tokens
- Faster response time
- Has reasoning mode
KAT-Coder-Pro V1 wins:
- Larger context window
- Higher intelligence benchmark
- Better at coding
- Better at math
Price Advantage
Olmo 3.1 32B Think
Benchmark Advantage
KAT-Coder-Pro V1
Context Window
KAT-Coder-Pro V1
Speed
Olmo 3.1 32B Think
Pricing Comparison
Price Comparison
| Metric | Olmo 3.1 32B Think | KAT-Coder-Pro V1 | Winner |
|---|---|---|---|
| Input (per 1M tokens) | $0.15 | $0.21 | Olmo 3.1 32B Think |
| Output (per 1M tokens) | $0.50 | $0.83 | Olmo 3.1 32B Think |
| Cache Read (per 1M) | N/A | $41400.00 | KAT-Coder-Pro V1 |
Using a 3:1 input/output ratio, Olmo 3.1 32B Think is 34% cheaper overall.
Olmo 3.1 32B Think Providers
Parasail $0.15 (Cheapest)
KAT-Coder-Pro V1 Providers
AtlasCloud $0.21 (Cheapest)
Novita $0.21 (Cheapest)
StreamLake $0.21 (Cheapest)
Benchmark Comparison
6
Benchmarks Compared
0
Olmo 3.1 32B Think Wins
6
KAT-Coder-Pro V1 Wins
Benchmark Scores
| Benchmark | Olmo 3.1 32B Think | KAT-Coder-Pro V1 | Winner |
|---|---|---|---|
Intelligence Index Overall intelligence score | 14.2 | 36.1 | |
Coding Index Code generation & understanding | 9.8 | 18.3 | |
Math Index Mathematical reasoning | 77.3 | 94.7 | |
MMLU Pro Academic knowledge | 76.3 | 81.3 | |
GPQA Graduate-level science | 59.1 | 76.4 | |
LiveCodeBench Competitive programming | 69.5 | 74.7 |
KAT-Coder-Pro V1 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
Max output: 65,536 tokens
KAT-Coder-Pro V1
256,000
tokens
Max output: 128,000 tokens
KAT-Coder-Pro V1 has a 74% larger context window.
Speed Performance
| Metric | Olmo 3.1 32B Think | KAT-Coder-Pro V1 | Winner |
|---|---|---|---|
| Tokens/second | 98.4 tok/s | 58.3 tok/s | |
| Time to First Token | 0.46s | 1.79s |
Olmo 3.1 32B Think responds 69% faster on average.
Capabilities
Feature Comparison
| Feature | Olmo 3.1 32B Think | KAT-Coder-Pro V1 |
|---|---|---|
| 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 | KAT-Coder-Pro V1 |
|---|---|---|
| License | Open Source | Open Source |
| Author | Allenai | Kwaipilot |
| Released | Dec 2025 | Nov 2025 |
Olmo 3.1 32B Think Modalities
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Output
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KAT-Coder-Pro V1 Modalities
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