Agnes 3.0 Flash vs GPT-5.4
Agnes 3.0 Flash 
GPT-5.4 Verdict
- GPT-5.4 (xhigh) leads on quality: 65.4 vs 62.3.
- Agnes 3.0 Flash is stronger in agents & tools, composite.
- GPT-5.4 (xhigh) is stronger in knowledge, long context, reasoning, coding, instruction following, maths, multimodal.
- Agnes 3.0 Flash is 75× cheaper ($0.075 vs $5.63 per 1M blended).
| Metric | Agnes 3.0 Flash | GPT-5.4 (xhigh) |
|---|---|---|
| BenchLeader Index | 62.3 | 65.4 |
| Agents & tools score | 76.8 | 63.4 |
| Composite score | 74.0 | 69.4 |
| Knowledge score | 59.1 | 60.6 |
| Long context score | 67.0 | 67.5 |
| Reasoning score | 71.1 | 72.4 |
| Coding score | – | 66.6 |
| Instruction following score | – | 72.1 |
| Maths score | – | 66.4 |
| Multimodal score | – | 62.9 |
| Blended price $/M | $0.075 | $5.63 |
| Output speed | – | 121 tok/s |
| Time to first answer | – | 141.3 s |
| Context window | 1M | 1.1M |
| GPQA Diamond | – | 93.3% |
| FrontierMath Tiers 1–3 | – | 78.6% |
| FrontierMath Tier 4 | – | 49.0% |
| OTIS Mock AIME | – | 95.3% |
| SimpleQA Verified | – | 45.1% |
| Humanity's Last Exam | – | 36.2% |
| SciCode | – | 56.6% |
| WeirdML | – | 77.7% |
| APEX-Agents | – | 36.0% |
| ProofBench | – | 56.0% |
| GSO-Bench | – | 31.4% |
| LiveBench | – | 78.0% |
| LiveBench Reasoning | – | 88.1% |
| LiveBench Coding | – | 77.5% |
| LiveBench Agentic Coding | – | 53.8% |
| LiveBench Mathematics | – | 94.2% |
| LiveBench Data Analysis | – | 79.3% |
| LiveBench Language | – | 82.6% |
| LiveBench Instruction Following | – | 70.2% |
| AA Intelligence Index | 35.5 | 39.0 |
| IFBench | – | 74.0% |
| AA-LCR | 81.0% | 82.0% |
| MMMU-Pro | – | 78.4% |
| AA-Omniscience | -10.6 | 5.8 |
| Terminal-Bench Hard | – | 57.6% |
| GPQA Diamond (AA) | 92.4% | 92.0% |
| Humanity's Last Exam (AA) | 38.5% | 43.7% |
| SciCode (AA) | 51.6% | – |
| τ²-Bench Telecom (AA) | – | 87.1% |
| AIME (Vals) | – | 96.7% |
| LiveCodeBench | – | 84.1% |
| MMLU-Pro | – | 87.5% |
| LegalBench | – | 86.0% |
| CorpFin | – | 65.3% |
| TaxEval | – | 74.0% |
| MedQA | – | 96.1% |
| SWE-bench (Vals) | – | 78.2% |
| GPQA Diamond (Vals) | – | 91.7% |
| AIME 2026 | – | 99.2% |
| HMMT February 2026 | – | 97.7% |
| MathArena Apex | – | 54.2% |
| SWE-Bench Pro | – | 59.1% |
| MCP Atlas | – | 70.6% |
| ARC-AGI-1 | – | 93.7% |
| ARC-AGI-2 | – | 74.0% |
| CritPt | 15.1% | 23.4% |
| GDPval (AA) | 53.7% | 40.3% |
| τ²-Bench Banking (AA) | 47.6% | 39.6% |
| APEX-Agents (AA) | – | 33.3% |
| CaseLaw v2 | – | 63.8% |
| Code Migration | – | 35.0% |
| Harvey's Legal Agent Benchmark | – | 0.0% |
| MedCode | – | 41.3% |
| MedScribe | – | 77.5% |
| MMMU-Pro (Vals) | – | 87.5% |
| MortgageTax | – | 68.3% |
| ProgramBench | – | 0.0% |
| SAGE | – | 43.3% |
| SkillsBench | – | 51.7% |
| Vibe Code Bench v1.1 | – | 67.4% |
| SWE-Bench Pro (private) | – | 43.4% |
| SWE Atlas: Codebase QnA | – | 40.8% |
| SWE Atlas: Refactoring | – | 44.3% |
| SWE Atlas: Test Writing | – | 44.4% |
| Chess Puzzles | – | 44.0% |
| EBR-bench | – | 25.4% |
| Mystery Game Puzzles | – | 37.0% |
| CL-bench | – | 27.9% |
| CL-bench Life | – | 21.7% |
| METR Time Horizons | – | 74.3% |
| DeepSWE | – | 51.8% |
| LMCA | – | 52.0% |
| DTBench | – | 94.4% |
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: questions
- Is Agnes 3.0 Flash better than GPT-5.4?
- GPT-5.4 (xhigh) leads on quality: 65.4 vs 62.3. The BenchLeader Index combines every independent quality benchmark; GPT-5.4 (xhigh) is ahead overall as of 2026-09-19, but check the category scores for your use.
- Is Agnes 3.0 Flash better than GPT-5.4 for agentic tasks?
- Agnes 3.0 Flash scores higher in agentic tasks (77 vs 63 on the category index, where 50 is average).
- Which is cheaper, Agnes 3.0 Flash or GPT-5.4?
- Agnes 3.0 Flash is cheaper: $0.075 against $5.63 per million tokens, blended at three input tokens per output token.
- Which has the larger context window?
- GPT-5.4 accepts more context: 1.1M against 1M tokens.