Agnes 3.0 Flash vs GPT-5.4 Pro
Agnes 3.0 Flash 
GPT-5.4 Pro Verdict
- GPT-5.4 Pro leads on quality: 64.3 vs 62.3.
- Agnes 3.0 Flash is stronger in agents & tools, composite, long context.
- GPT-5.4 Pro is stronger in knowledge, reasoning, instruction following, multimodal.
- Agnes 3.0 Flash is 900× cheaper ($0.075 vs $67.50 per 1M blended).
| Metric | Agnes 3.0 Flash | GPT-5.4 Pro |
|---|---|---|
| BenchLeader Index | 62.3 | 64.3 |
| Agents & tools score | 76.8 | – |
| Composite score | 74.0 | – |
| Knowledge score | 59.1 | 73.6 |
| Long context score | 67.0 | – |
| Reasoning score | 71.1 | 75.3 |
| Instruction following score | – | 67.3 |
| Multimodal score | – | 69.8 |
| Blended price $/M | $0.075 | $67.50 |
| Output speed | – | 1 tok/s |
| Time to first answer | – | 5.8 s |
| Context window | 1M | 1.1M |
| Humanity's Last Exam | – | 44.3% |
| SimpleBench | – | 74.1% |
| Epoch Capabilities Index | – | 158.9 |
| AA Intelligence Index | 35.5 | – |
| AA-LCR | 81.0% | – |
| AA-Omniscience | -10.6 | – |
| GPQA Diamond (AA) | 92.4% | – |
| Humanity's Last Exam (AA) | 38.5% | – |
| SciCode (AA) | 51.6% | – |
| MultiChallenge | – | 69.2% |
| VISTA | – | 53.9% |
| MultiNRC | – | 62.3% |
| TutorBench | – | 56.6% |
| CritPt | 15.1% | – |
| GDPval (AA) | 53.7% | – |
| τ²-Bench Banking (AA) | 47.6% | – |
| FORTRESS | – | 14.8% |
| MASK | – | 91.7% |
Data as of 2026-09-19. Best configuration of each model; every score links to its source on the model pages.
Agnes 3.0 Flash vs GPT-5.4 Pro: questions
- Is Agnes 3.0 Flash better than GPT-5.4 Pro?
- GPT-5.4 Pro leads on quality: 64.3 vs 62.3. The BenchLeader Index combines every independent quality benchmark; GPT-5.4 Pro is ahead overall as of 2026-09-19, but check the category scores for your use.
- Which is cheaper, Agnes 3.0 Flash or GPT-5.4 Pro?
- Agnes 3.0 Flash is cheaper: $0.075 against $67.50 per million tokens, blended at three input tokens per output token.
- Which has the larger context window?
- GPT-5.4 Pro accepts more context: 1.1M against 1M tokens.