# GPT-5.4 Pro vs Ring-2.6-1T

> GPT-5.4 Pro has enough public results to be ranked (#18); Ring-2.6-1T does not yet, so treat this comparison as directional.

- Canonical page: https://noometry.com/compare/gpt-5-4-pro-vs-ring-2-6-1t
- Last updated: 2026-10-10
- Shared benchmarks: 1

## Summary

- They share 1 benchmark with published results for both. GPT-5.4 Pro scores higher in 2 categories and Ring-2.6-1T in 0 categories; 2 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-5.4 Pro leads 70.7 to 26.1.
- The biggest single-benchmark swing is CritPt: 30% for GPT-5.4 Pro and 3.7% for Ring-2.6-1T.
- Ring-2.6-1T has downloadable open weights; the other is API-only.

## Snapshot

| | GPT-5.4 Pro | Ring-2.6-1T |
|---|---|---|
| Provider | OpenAI | Ant Group (inclusionAI) |
| Noometry Index | 58.9 | 36.9 |
| Rank | 18 | — |
| Context | 1.05M | — |
| Input $/M | $30 | — |
| Output $/M | $180 | — |
| Weights | Proprietary | Open |

## Coding

- GPT-5.4 Pro: 43.2 (#90)
- Ring-2.6-1T: 40.7

| Benchmark | GPT-5.4 Pro | Ring-2.6-1T |
|---|---|---|
| SciCode | — | 42.4% |
| WeirdML | 57.4% | — |
| ALE-Bench | — | 432.57 |

## Reasoning

- GPT-5.4 Pro: 70.7 (#13)
- Ring-2.6-1T: 26.1

| Benchmark | GPT-5.4 Pro | Ring-2.6-1T |
|---|---|---|
| CritPt | 30% | 3.7% |
| ARC-AGI-2 | 83.3% | — |
| SimpleBench | 74.1% | — |
| ARC-AGI-1 | 94.5% | — |
| Chess Puzzles | 58.6% | — |
| EnigmaEval | 23.8% | — |
| Epoch Capabilities Index | 158.93 | — |

## Math

- GPT-5.4 Pro: 72.4 (#22)
- Ring-2.6-1T: —

| Benchmark | GPT-5.4 Pro | Ring-2.6-1T |
|---|---|---|
| FrontierMath (Tiers 1-3) | 82.5% | — |
| FrontierMath Tier 4 | 58.5% | — |
| FrontierMath (Feb 2025 set) | 50% | — |
| FrontierMath Tier 4 (v1) | 37.5% | — |

## Knowledge

- GPT-5.4 Pro: 68.3 (#7)
- Ring-2.6-1T: —

| Benchmark | GPT-5.4 Pro | Ring-2.6-1T |
|---|---|---|
| GPQA Diamond | 94.6% | — |
| Humanity's Last Exam | 44.3% | — |
| SimpleQA Verified | 46.3% | — |
| Vectara Hallucination Rate | 8.3% | — |

## FAQ

### Is GPT-5.4 Pro better than Ring-2.6-1T?

GPT-5.4 Pro has enough public results to be ranked (#18); Ring-2.6-1T does not yet, so treat this comparison as directional.

### Is GPT-5.4 Pro or Ring-2.6-1T better for coding?

GPT-5.4 Pro scores higher on coding benchmarks: 43.2 versus 40.7 in the Noometry coding category.

### How many benchmarks do GPT-5.4 Pro and Ring-2.6-1T share?

1 benchmark has published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and Ring-2.6-1T has 3.