# AI Co-Mathematician vs GPT-5.4

> GPT-5.4 has enough public results to be ranked (#14); AI Co-Mathematician does not yet, so treat this comparison as directional.

- Canonical page: https://noometry.com/compare/ai-co-mathematician-vs-gpt-5-4
- Last updated: 2026-10-10
- Shared benchmarks: 2

## Summary

- They share 2 benchmarks with published results for both. AI Co-Mathematician scores higher in 0 categories and GPT-5.4 in 1 category; one gap is clear of the uncertainty.
- The biggest single-benchmark swing is FrontierMath Tier 4: 75.6% for AI Co-Mathematician and 49% for GPT-5.4.

## Snapshot

| | AI Co-Mathematician | GPT-5.4 |
|---|---|---|
| Provider | Google | OpenAI |
| Noometry Index | 57.6 | 59.5 |
| Rank | — | 14 |
| Context | — | 1.05M |
| Input $/M | — | $2.50 |
| Output $/M | — | $15 |
| Weights | Proprietary | Proprietary |

## Coding

- AI Co-Mathematician: —
- GPT-5.4: 52.8 (#28)

| Benchmark | AI Co-Mathematician | GPT-5.4 |
|---|---|---|
| SWE-bench Verified | — | 76.9% |
| DeepSWE | — | 51.8% |
| LMArena WebDev | — | 1465 |
| SciCode | — | 56.6% |
| GSO | — | 31.4% |
| WeirdML | — | 77.7% |
| LMArena Coding | — | 1497 |
| MirrorCode | — | 15.6% |
| ALE-Bench | — | 1,607 |
| AlgoTune | — | 1.85 |

## Agentic & Tool Use

- AI Co-Mathematician: —
- GPT-5.4: 46.5 (#12)

| Benchmark | AI Co-Mathematician | GPT-5.4 |
|---|---|---|
| Terminal-Bench | — | 81.8% |
| APEX-Agents | — | 52.4% |
| τ²-bench Banking | — | 39.4% |
| DeepResearch Bench | — | 35.1% |
| PostTrainBench | — | 19% |
| GBAEval | — | 45.1% |
| LMArena Search | — | 1197 |
| METR Time Horizons | — | 74.3% |
| Vending-Bench 2 | — | 6,144 |

## Reasoning

- AI Co-Mathematician: —
- GPT-5.4: 61.7 (#17)

| Benchmark | AI Co-Mathematician | GPT-5.4 |
|---|---|---|
| ARC-AGI-2 | — | 74% |
| Kagi LLM Benchmark | — | 63.8% |
| NYT Connections (extended) | — | 91.3% |
| ARC-AGI-1 | — | 93.7% |
| CritPt | — | 23.4% |
| Chess Puzzles | — | 44% |
| EnigmaEval | — | 16% |
| Thematic Generalization | — | 80% |
| EBR-Bench | — | 25.4% |
| LMArena Hard Prompts | — | 1485 |
| Mystery Game Puzzles | — | 37% |
| DTBench | — | 94.4% |
| LMCA | — | 52% |
| Epoch Capabilities Index | — | 156.92 |
| ForecastBench | — | 59.5 |

## Math

- AI Co-Mathematician: 71.7
- GPT-5.4: 73.3 (#14)

| Benchmark | AI Co-Mathematician | GPT-5.4 |
|---|---|---|
| FrontierMath Tier 4 | 75.6% | 49% |
| FrontierMath Tier 4 (v1) | 47.9% | 27.1% |
| FrontierMath (Tiers 1-3) | — | 78.6% |
| MathArena Final-Answer Competitions | — | 83.1% |
| OTIS Mock AIME 2024-2025 | — | 97.8% |
| ProofBench | — | 56% |
| LMArena Math | — | 1488 |
| FrontierMath (Feb 2025 set) | — | 47.6% |

## Knowledge

- AI Co-Mathematician: —
- GPT-5.4: 65.3 (#13)

| Benchmark | AI Co-Mathematician | GPT-5.4 |
|---|---|---|
| GPQA Diamond | — | 93.3% |
| Humanity's Last Exam | — | 36.2% |
| SimpleQA Verified | — | 45.1% |
| Vectara Hallucination Rate | — | 7% |
| LMArena Expert | — | 1507 |

## Multimodal

- AI Co-Mathematician: —
- GPT-5.4: 43.8 (#19)

| Benchmark | AI Co-Mathematician | GPT-5.4 |
|---|---|---|
| LMArena Vision | — | 1302 |
| Blueprint-Bench 2 | — | 27.1% |
| Furniture Assembly | — | 37.5% |
| LMArena Document | — | 1471 |

## Multilingual

- AI Co-Mathematician: —
- GPT-5.4: 56.4 (#22)

| Benchmark | AI Co-Mathematician | GPT-5.4 |
|---|---|---|
| LMArena Non-English | — | 1465 |
| LMArena Chinese | — | 1520 |
| LMArena French | — | 1493 |
| LMArena German | — | 1472 |
| LMArena Japanese | — | 1484 |
| LMArena Korean | — | 1449 |
| LMArena Russian | — | 1480 |
| LMArena Spanish | — | 1453 |

## Instruction Following

- AI Co-Mathematician: —
- GPT-5.4: 77.3 (#25)

| Benchmark | AI Co-Mathematician | GPT-5.4 |
|---|---|---|
| LMArena Instruction Following | — | 1469 |

## Long Context

- AI Co-Mathematician: —
- GPT-5.4: 50.3 (#8)

| Benchmark | AI Co-Mathematician | GPT-5.4 |
|---|---|---|
| CL-bench | — | 27.9% |
| CL-bench Life | — | 21.7% |
| LMArena Longer Query | — | 1474 |

## Writing & Preference

- AI Co-Mathematician: —
- GPT-5.4: 72.1 (#18)

| Benchmark | AI Co-Mathematician | GPT-5.4 |
|---|---|---|
| LMArena Text | — | 1469 |
| LMArena Creative Writing | — | 1439 |
| EQ-Bench Creative Writing | — | 1840 |
| EQ-Bench 4 | — | 1272 |
| LMArena Multi-Turn | — | 1482 |

## FAQ

### Is AI Co-Mathematician better than GPT-5.4?

GPT-5.4 has enough public results to be ranked (#14); AI Co-Mathematician does not yet, so treat this comparison as directional.

### How many benchmarks do AI Co-Mathematician and GPT-5.4 share?

2 benchmarks have published results for both models. AI Co-Mathematician has 2 scored results on Noometry and GPT-5.4 has 68.