GPT-5.2 vs GPT-5.4 Pro
GPT-5.2 Verdict
- GPT-5.4 Pro leads on quality: 64.3 vs 61.6.
- GPT-5.2 is stronger in agents & tools, coding, composite, human preference, instruction following, long context.
- GPT-5.4 Pro is stronger in knowledge, multimodal, reasoning.
- GPT-5.2 is 14× cheaper ($4.81 vs $67.50 per 1M blended).
- GPT-5.2 streams 68.5× faster (68 vs 1 tokens per second).
| Metric | GPT-5.2 | GPT-5.4 Pro |
|---|---|---|
| BenchLeader Index | 61.6 | 64.3 |
| Agents & tools score | 61.2 | – |
| Coding score | 53.7 | – |
| Composite score | 67.5 | – |
| Human preference score | 67.9 | – |
| Instruction following score | 67.4 | 67.3 |
| Knowledge score | 61.1 | 73.6 |
| Long context score | 67.9 | – |
| Multimodal score | 59.9 | 69.8 |
| Reasoning score | 61.3 | 75.3 |
| Blended price $/M | $4.81 | $67.50 |
| Output speed | 68 tok/s | 1 tok/s |
| Time to first answer | 129.4 s | 6.5 s |
| Context window | 400k | 1.1M |
| Humanity's Last Exam | 27.8% | 44.3% |
| Terminal-Bench | 64.9% | – |
| SimpleBench | 45.8% | 74.1% |
| Remote Labor Index | 2.1% | – |
| APEX-Agents | 23.0% | – |
| Epoch Capabilities Index | 153.5 | 158.9 |
| LMArena Text | 1476 | – |
| LMArena Hard Prompts | 1497 | – |
| LMArena Coding | 1515 | – |
| LMArena WebDev | 1417 | – |
| LMArena Vision | 1268 | – |
| AA Intelligence Index | 30.4 | – |
| IFBench | 75.4% | – |
| AA-LCR | 82.7% | – |
| AA-Omniscience | -0.9 | – |
| Terminal-Bench Hard | 47.0% | – |
| GPQA Diamond (AA) | 90.3% | – |
| Humanity's Last Exam (AA) | 37.7% | – |
| τ²-Bench Telecom (AA) | 84.8% | – |
| SWE-Bench Pro | 29.9% | – |
| MultiChallenge | – | 69.2% |
| VISTA | 46.6% | 53.9% |
| MultiNRC | 42.2% | 62.3% |
| TutorBench | 53.5% | 56.6% |
| Kagi LLM Benchmark | 73.3% | – |
| SWE-bench Verified (bash only) | 69.0% | – |
| ARC-AGI-1 | 94.5% | – |
| ARC-AGI-2 | 72.9% | – |
| BFCL Overall | 55.9% | – |
Data as of 2026-09-10. Best configuration of each model; every score links to its source on the model pages.
GPT-5.2 vs GPT-5.4 Pro: questions
- Is GPT-5.2 better than GPT-5.4 Pro?
- GPT-5.4 Pro leads on quality: 64.3 vs 61.6. The BenchLeader Index combines every independent quality benchmark; GPT-5.4 Pro is ahead overall as of 2026-09-10, but check the category scores for your use.
- Which is cheaper, GPT-5.2 or GPT-5.4 Pro?
- GPT-5.2 is cheaper: $4.81 against $67.50 per million tokens, blended at three input tokens per output token.
- Which is faster, GPT-5.2 or GPT-5.4 Pro?
- GPT-5.2 streams faster: 68 against 1 output tokens per second.
- Which has the larger context window?
- GPT-5.4 Pro accepts more context: 1.1M against 400k tokens.