KAT-Coder-Pro V2 vs Mistral Small 4
| Signal | KAT-Coder-Pro V2 | Delta | Mistral Small 4 |
|---|---|---|---|
Capabilities | 50 | -33 | |
Pricing | 99 | -1 | |
Context window size | 86 | -- | |
Recency | 100 | -- | |
Output Capacity | 82 | +62 | |
| Overall Result | 1 wins | of 5 | 2 wins |
Score History
40
current score
Tied
right now
40
current score
KAT-Coder-Pro V2
Kuaishou
Mistral Small 4
Mistral AI
Mistral Small 4 saves you $45.00/month
That's $540.00/year compared to KAT-Coder-Pro V2 at your current usage level of 100K calls/month.
| Metric | KAT-Coder-Pro V2 | Mistral Small 4 | Winner |
|---|---|---|---|
| Overall Score | 40 | 40 | -- |
| Rank | #223 | #225 | KAT-Coder-Pro V2 |
| Quality Rank | #223 | #225 | KAT-Coder-Pro V2 |
| Adoption Rank | #223 | #225 | KAT-Coder-Pro V2 |
| Parameters | -- | -- | -- |
| Context Window | 262K | 262K | -- |
| Pricing | $0.30/$1.20/M | $0.15/$0.60/M | -- |
| Signal Scores | |||
| Capabilities | 50 | 83 | Mistral Small 4 |
| Pricing | 99 | 99 | Mistral Small 4 |
| Context window size | 86 | 86 | KAT-Coder-Pro V2 |
| Recency | 100 | 100 | KAT-Coder-Pro V2 |
| Output Capacity | 82 | 20 | KAT-Coder-Pro V2 |
Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.
Scores 40/100 (rank #223), placing it in the top 23% of all 290 models tracked.
Scores 40/100 (rank #225), placing it in the top 23% of all 290 models tracked.
With only a 0-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.
Choose KAT-Coder-Pro V2 when you need:
- Budget-friendly applications with moderate quality requirements
Choose Mistral Small 4 when you need:
- High-volume production workloads where API costs must be minimized
- Multimodal workflows that require image understanding
- Step-by-step reasoning and chain-of-thought problem solving
- Self-hosted deployments where you need full control over the model
Mistral Small 4 offers 50% better value per quality point. At 1M tokens/day, you'd spend $11.25/month with Mistral Small 4 vs $22.50/month with KAT-Coder-Pro V2 - a $11.25 monthly difference.
Both models have comparable response speeds. For most applications, the latency difference is negligible.
When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.
Code generation & review
Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Suitable for user-facing chat with competitive response times. Mistral Small 4 also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (262K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.60/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (40/100) correlates with better nuance, coherence, and style in long-form content
Image understanding & OCR
Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly
KAT-Coder-Pro V2 and Mistral Small 4 are extremely close in overall performance (only 0 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.
By Use Case
Best for Quality
KAT-Coder-Pro V2
Marginally better benchmark scores; both are excellent
Best for Cost
Mistral Small 4
50% lower pricing; better value at scale
Best for Reliability
KAT-Coder-Pro V2
Higher uptime and faster response speeds
Best for Prototyping
KAT-Coder-Pro V2
Stronger community support and better developer experience
Best for Production
KAT-Coder-Pro V2
Wider enterprise adoption and proven at scale
by Kuaishou
- Choose for Quality - Marginally better benchmark scores; both are excellent
- Choose for Reliability - Higher uptime and faster response speeds
- Choose for Prototyping - Stronger community support and better developer experience
- Choose for Production - Wider enterprise adoption and proven at scale
| Capability | KAT-Coder-Pro V2 | Mistral Small 4 |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoningdiffers | ||
| Web Search | ||
| Image Output |
KAT-Coder-Pro V2
Kuaishou
Mistral Small 4
Mistral AI
Mistral Small 4 saves you $0.9900/month
That's 50% cheaper than KAT-Coder-Pro V2 at 1,000 tokens/request and 100 requests/day.
Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.
| Parameter | KAT-Coder-Pro V2 | Mistral Small 4 |
|---|---|---|
| Context Window | 262K | 262K |
| Max Output Tokens | 80,000 | -- |
| Open Source | No | Yes |
| Created | Mar 27, 2026 | Mar 16, 2026 |