Updated March 26, 2026· Based on independent benchmark data
GPT-5.4 (xhigh) leads in intelligence with a score of 57.2 vs 19.7. QwQ 32B is 3.8x cheaper at $0.66/1M tokens vs $2.50/1M. For speed, GPT-5.4 (xhigh) wins at 77 tok/s vs 32 tok/s.
| Metric | QwQ 32B | GPT-5.4 (xhigh) |
|---|---|---|
| Intelligence Score | 19.7 | 57.2 |
| Coding Score | N/A | 57.3 |
| Math Score | 29.0 | N/A |
| Speed (tok/s) | 32 tok/s | 77 tok/s |
| Latency (TTFT) | 0.45s | 181.82s |
| Input Price / 1M tokens | $0.66 | $2.50 |
| Output Price / 1M tokens | $1.00 | $15 |
| Context Window | N/A | N/A |
| Max Output Tokens | N/A | N/A |
| Input Modalities | Text | Text |
GPT-5.4 (xhigh) outperforms QwQ 32B on the intelligence index with a score of 57.2 compared to 19.7.
GPT-5.4 (xhigh) generates output significantly faster at 77 tok/s compared to QwQ 32B's 32 tok/s, making it 2.4x faster for streaming responses. Time to first token is 0.45s for QwQ 32B vs 181.82s for GPT-5.4 (xhigh), which affects perceived responsiveness in interactive applications.
QwQ 32B is more affordable at $0.66/1M input tokens ($1.00/1M output), while GPT-5.4 (xhigh) costs $2.50/1M input ($15/1M output). That makes GPT-5.4 (xhigh) 3.8x more expensive per token, which can add up significantly at scale. For a typical workload of 100 requests per day at 2,000 tokens each, QwQ 32B would cost approximately $3.96/month vs $15.00/month for GPT-5.4 (xhigh) in input costs alone.
Choose QwQ 32B when you need lower cost. Choose GPT-5.4 (xhigh) when you need higher intelligence (57.2), faster output (77 tok/s).
QwQ 32B is cheaper at $0.66/1M input tokens vs $2.50/1M for GPT-5.4 (xhigh).
GPT-5.4 (xhigh) is faster, producing output at 77 tok/s compared to QwQ 32B's 32 tok/s.
No, QwQ 32B does not support image input. Neither model supports image input.
It depends on your priorities. GPT-5.4 (xhigh) scores higher on intelligence (57.2), but QwQ 32B may be better for specific use cases like budget-conscious projects or speed-critical applications.
Data last synced: March 26, 2026
| Output Modalities |
| Text |
| Text |
| Free Tier | No | No |