Model Comparison
KAT Coder Pro V2
vs. Llama 4 Scout
Comparing 2 AI models · 12 benchmarks · KwaiKAT, Meta
Recommended Pick
Kw KAT Coder Pro V2 11 metric wins Strongest on: Throughput, Reasoning, Intelligence
Best Value
Llama 4 Scout
100.0 value score
30.5 reasoning / $0.29/1M
Lowest Price
Llama 4 Scout
$0.17/1M input price
Best Reasoning
KAT Coder Pro V2
45.6 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
Llama 4 Scout has the strongest quality-to-price mix at 100.0 out of 100 value points.
Price gap
Llama 4 Scout is 1.8x cheaper on input tokens than KAT Coder Pro V2.
Speed gap
KAT Coder Pro V2 generates about 1.1x as many tokens per second as Llama 4 Scout.
Reasoning gap
KAT Coder Pro V2 leads Llama 4 Scout by 15.1 points on reasoning.
Coding gap
KAT Coder Pro V2 leads Llama 4 Scout by 38.9 points on coding.
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
—
Llama 4 Scout
Meta
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
Full Comparison
| Metric | Top Pick Kw KAT Coder Pro V2 | Me Llama 4 Scout |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.30/1M | $0.17/1M |
| Output Cost | $1.20/1M | $0.66/1M |
| Blended (3:1) | $0.52/1M | $0.29/1M |
| Specifications | ||
| Organization | KwaiKAT | Meta |
| Release Date | Mar 27, 2026 | Apr 5, 2025 |
| Performance & Speed | ||
| Throughput | 116.6 tok/s | 103.7 tok/s |
| TTFT | 922ms | 599ms |
| Latency | 922ms | 599ms |
| Composite Indices | ||
| Value Score | 83.3 | 100.0 |
| Reasoning Score | 45.6 | 30.5 |
| Intelligence | 35.4 | 10.0 |
| Coding | 45.6 | 6.7 |
| Math | — | 14.0 |
| Standard Benchmarks | ||
| GPQA | 85.5% | 58.7% |
| MMLU Pro | — | 75.2% |
| HLE | 16.0% | 4.3% |
| LiveCodeBench | — | 29.9% |
| MATH 500 | — | 84.4% |
| AIME 2025 | — | 14.0% |
| AIME (Original) | — | 28.3% |
| SciCode | 38.3% | 17.0% |
| LCR | 66.0% | 25.8% |
| IFBench | 66.7% | 39.5% |
| TAU-bench v2 | 89.5% | 15.5% |
| TerminalBench Hard | 49.2% | 1.5% |
Key Takeaways
Llama 4 Scout offers the best value at $0.17/1M, making it ideal for high-volume applications and cost-conscious projects.
KAT Coder Pro V2 has the strongest reasoning profile with a 45.6 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
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
Llama 4 Scout
- Cost-sensitive applications
- High-volume processing
