Key Takeaways
KAT-Coder-Pro V1 wins:
- Higher intelligence benchmark
- Better at coding
- Better at math
Ministral 3 8B 2512 wins:
- Cheaper input tokens
- Cheaper output tokens
- Larger context window
- Faster response time
- Supports vision
- Supports tool calls
Price Advantage
Ministral 3 8B 2512
Benchmark Advantage
KAT-Coder-Pro V1
Context Window
Ministral 3 8B 2512
Speed
Ministral 3 8B 2512
Pricing Comparison
Price Comparison
| Metric | KAT-Coder-Pro V1 | Ministral 3 8B 2512 | Winner |
|---|---|---|---|
| Input (per 1M tokens) | $0.21 | $0.15 | Ministral 3 8B 2512 |
| Output (per 1M tokens) | $0.83 | $0.15 | Ministral 3 8B 2512 |
| Cache Read (per 1M) | $41400.00 | N/A | KAT-Coder-Pro V1 |
Using a 3:1 input/output ratio, Ministral 3 8B 2512 is 59% cheaper overall.
KAT-Coder-Pro V1 Providers
AtlasCloud $0.21 (Cheapest)
Novita $0.21 (Cheapest)
StreamLake $0.21 (Cheapest)
Ministral 3 8B 2512 Providers
Mistral $0.15 (Cheapest)
Benchmark Comparison
6
Benchmarks Compared
6
KAT-Coder-Pro V1 Wins
0
Ministral 3 8B 2512 Wins
Benchmark Scores
| Benchmark | KAT-Coder-Pro V1 | Ministral 3 8B 2512 | Winner |
|---|---|---|---|
Intelligence Index Overall intelligence score | 36.2 | 15.2 | |
Coding Index Code generation & understanding | 18.3 | 10.0 | |
Math Index Mathematical reasoning | 94.7 | 31.7 | |
MMLU Pro Academic knowledge | 81.3 | 64.2 | |
GPQA Graduate-level science | 76.4 | 47.1 | |
LiveCodeBench Competitive programming | 74.7 | 30.3 |
KAT-Coder-Pro V1 significantly outperforms in coding benchmarks.
Cost vs Quality
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KAT-Coder-Pro V1
Other models
Context & Performance
Context Window
KAT-Coder-Pro V1
256,000
tokens
Max output: 128,000 tokens
Ministral 3 8B 2512
262,144
tokens
Ministral 3 8B 2512 has a 2% larger context window.
Speed Performance
| Metric | KAT-Coder-Pro V1 | Ministral 3 8B 2512 | Winner |
|---|---|---|---|
| Tokens/second | 67.3 tok/s | 197.4 tok/s | |
| Time to First Token | 2.07s | 0.27s |
Ministral 3 8B 2512 responds 193% faster on average.
Capabilities
Feature Comparison
| Feature | KAT-Coder-Pro V1 | Ministral 3 8B 2512 |
|---|---|---|
| Vision (Image Input) | ||
| Tool/Function Calls | ||
| Reasoning Mode | ||
| Audio Input | ||
| Audio Output | ||
| PDF Input | ||
| Prompt Caching | ||
| Web Search |
License & Release
| Property | KAT-Coder-Pro V1 | Ministral 3 8B 2512 |
|---|---|---|
| License | Open Source | Open Source |
| Author | Kwaipilot | Mistral AI |
| Released | Nov 2025 | Dec 2025 |
KAT-Coder-Pro V1 Modalities
Input
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Output
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Ministral 3 8B 2512 Modalities
Input
textimage
Output
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