Language models
Intelligence, value, output speed, and task-specific benchmark leaders.
Last validated snapshot: October 27, 2026
Analysis
Math
Artificial Analysis Math Index · Higher is better
- Eligible
- 0
- Candidates
- 715
- Coverage
- 0.0%
unavailable
No eligible math_index observations are available for this run.
Output speed
Median output tokens per second · Higher is better
- Eligible
- 375
- Candidates
- 715
- Coverage
- 52.4%
| Rank | Model | Creator | Median output tokens per second | Since prior snapshot |
|---|---|---|---|---|
| 1 | Celeris-1 | Celeris | 1,562.17 | No change |
| 2 | K2 Horizon 375B A23B | Institute of Foundation Models | 929.45 | Not comparable |
| 3 | Mercury 2.5 | Inception | 714.09 | Not comparable |
Overall intelligence
Artificial Analysis Intelligence Index · Higher is better
- Eligible
- 704
- Candidates
- 715
- Coverage
- 98.5%
| Rank | Model | Creator | Artificial Analysis Intelligence Index | Since prior snapshot |
|---|---|---|---|---|
| 1 | Claude Opus 5.5 (Max, Default Fallback) | Anthropic | 57.6 | Not comparable |
| 2 tie | Claude Sonnet 5.5 (Max, Default Fallback) | Anthropic | 56 | Not comparable |
| 2 tie | Claude Opus 5.5 (Xhigh, Default Fallback) | Anthropic | 56 | Not comparable |
Token-price value
Intelligence Index per local 3:1 blended token price · Higher is better
- Eligible
- 429
- Candidates
- 715
- Coverage
- 60.0%
| Rank | Model | Creator | Intelligence Index per local 3:1 blended token price | Since prior snapshot |
|---|---|---|---|---|
| 1 | Agnes 2.5 Pro Beta | Sapiens AI | 234.667 | Improved 2 |
| 2 | Hy3-preview (Reasoning) | Tencent | 227.569 | Not comparable |
| 3 | Gemma 4 E4B (Reasoning) | 222.5 | Not comparable |
Data source: Artificial Analysis .