DeepSeek V3.2 Exp (Non-reasoning) vs DeepSeek V3.2 Exp (Reasoning)
Comparing 2 AI models · 5 benchmarks · DeepSeek
Composite Indices
Intelligence, Coding, Math
Standard Benchmarks
Academic and industry benchmarks
Benchmark Winners
DeepSeek V3.2 Exp (Non-reasoning)
No clear wins
DeepSeek V3.2 Exp (Reasoning)
- GPQA
- MMLU Pro
- HLE
- LiveCodeBench
- AIME 2025
| Metric | De DeepSeek V3.2 Exp (Non-reasoning) | De DeepSeek V3.2 Exp (Reasoning) |
|---|---|---|
| Pricing Per 1M tokens | ||
| Input Cost | $0.28/1M | $0.28/1M |
| Output Cost | $0.42/1M | $0.42/1M |
| Blended Cost 3:1 input/output ratio | $0.32/1M | $0.32/1M |
| Specifications | ||
| Organization Model creator | DeepSeek | DeepSeek |
| Release Date Launch date | Sep 29, 2025 | Sep 29, 2025 |
| Performance & Speed | ||
| Throughput Output speed | 27.8 tok/s | 29.1 tok/s |
| Time to First Token (TTFT) Initial response delay | 1283ms | 1249ms |
| Latency Time to first answer token | 1283ms | 69976ms |
| Composite Indices | ||
| Intelligence Index Overall reasoning capability | 46.3 | 56.9 |
| Coding Index Programming ability | 39.6 | 48.6 |
| Math Index Mathematical reasoning | 57.7 | 87.7 |
| Standard Benchmarks | ||
| GPQA Graduate-level reasoning | 73.8% | 79.7% |
| MMLU Pro Advanced knowledge | 83.6% | 85.0% |
| HLE Hard language evaluation | 8.6% | 13.8% |
| LiveCodeBench Real-world coding tasks | 55.4% | 78.9% |
| MATH 500 Mathematical problems | — | — |
| AIME 2025 Advanced math competition | 57.7% | 87.7% |
| AIME (Original) Math olympiad problems | — | — |
| SciCode Scientific code generation | 39.9% | 37.7% |
| LCR Code review capability | 43.0% | 69.0% |
| IFBench Instruction-following | 43.1% | 54.1% |
| TAU-bench v2 Tool use & agentic tasks | 33.9% | 33.9% |
| TerminalBench Hard CLI command generation | 23.4% | 29.1% |
Key Takeaways
DeepSeek V3.2 Exp (Non-reasoning) offers the best value at $0.28/1M, making it ideal for high-volume applications and cost-conscious projects.
DeepSeek V3.2 Exp (Reasoning) leads in reasoning capabilities with a 79.7% GPQA score, excelling at complex analytical tasks and problem-solving.
DeepSeek V3.2 Exp (Reasoning) achieves a 48.6 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
DeepSeek V3.2 Exp (Non-reasoning)
- Cost-sensitive applications
- High-volume processing
DeepSeek V3.2 Exp (Reasoning)
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
Try Models for Free
Try DeepSeek V3.2 Exp (Non-reasoning) for FREE
No credit card or account required.
Try DeepSeek V3.2 Exp (Reasoning) for FREE
No credit card or account required.
Cost Calculator
DeepSeek V3.2 Exp (Non-reasoning) DeepSeek V3.2 Exp (Reasoning) Costs are estimates based on API pricing. Actual costs may vary based on caching, batch processing, and volume discounts.
Recommended Comparisons
