Model Comparison
KAT Coder Pro V2
vs. Qwen2.5 Instruct 72B
Comparing 2 AI models · 12 benchmarks · KwaiKAT, Alibaba
Recommended Pick
Kw KAT Coder Pro V2 13 metric wins Strongest on: Value, Input price, Throughput
Best Value
KAT Coder Pro V2
100.0 value score
48.4 reasoning / $0.52/1M
Lowest Price
KAT Coder Pro V2
$0.30/1M input price
Best Reasoning
KAT Coder Pro V2
48.4 reasoning score
Blends available reasoning benchmarks
Best for Coding
KAT Coder Pro V2
45.6 coding index
Composite Indices
Higher is better; speed and price are normalized
Standard Benchmarks
Only benchmarks with data are shown
Differences That Matter
Best value
KAT Coder Pro V2 has the strongest quality-to-price mix at 100.0 out of 100 value points.
Price gap
KAT Coder Pro V2 is 1.2x cheaper on input tokens than Qwen2.5 Instruct 72B.
Reasoning gap
KAT Coder Pro V2 leads Qwen2.5 Instruct 72B by 20.0 points on reasoning.
Coding gap
KAT Coder Pro V2 leads Qwen2.5 Instruct 72B by 33.7 points on coding.
Top-pick rationale
KAT Coder Pro V2 wins 13 measurable categories, including Value, Input price, Throughput, Reasoning.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
KAT Coder Pro V2
KwaiKAT
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Qwen2.5 Instruct 72B
Alibaba
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
Full Comparison
| Metric | Top Pick Kw KAT Coder Pro V2 | Al Qwen2.5 Instruct 72B |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.30/1M | $0.36/1M |
| Output Cost | $1.20/1M | $0.40/1M |
| Blended (3:1) | $0.52/1M | $0.37/1M |
| Specifications | ||
| Organization | KwaiKAT | Alibaba |
| Release Date | Mar 27, 2026 | Sep 19, 2024 |
| Performance & Speed | ||
| Throughput | 114.6 tok/s | — |
| TTFT | 939ms | — |
| Latency | 939ms | — |
| Composite Indices | ||
| Value Score | 100.0 | 83.2 |
| Reasoning Score | 48.4 | 28.4 |
| Intelligence | 43.8 | 15.6 |
| Coding | 45.6 | 11.9 |
| Math | — | 14.0 |
| Standard Benchmarks | ||
| GPQA | 85.5% | 49.1% |
| MMLU Pro | — | 72.0% |
| HLE | 16.0% | 4.2% |
| LiveCodeBench | — | 27.6% |
| MATH 500 | — | 85.8% |
| AIME 2025 | — | 14.0% |
| AIME (Original) | — | 16.0% |
| SciCode | 38.3% | 26.7% |
| LCR | 66.0% | 20.3% |
| IFBench | 66.7% | 36.9% |
| TAU-bench v2 | 89.5% | 34.5% |
| TerminalBench Hard | 49.2% | 4.5% |
Key Takeaways
KAT Coder Pro V2 offers the best value at $0.30/1M, making it ideal for high-volume applications and cost-conscious projects.
KAT Coder Pro V2 has the strongest reasoning profile with a 48.4 reasoning score, combining the available reasoning-heavy benchmarks.
KAT Coder Pro V2 reaches a 45.6 coding index, making it the top choice for software development and code generation tasks.
All models support context windows of ∞+ tokens, suitable for processing lengthy documents and maintaining extended conversations.
When to Choose Each Model
KAT Coder Pro V2
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
Qwen2.5 Instruct 72B
- General-purpose AI
- Versatile applications
