Model Comparison
Motif 3 vs Nemotron 3 Ultra
Motif 3 ranks #85 on the AI IQ leaderboard with an estimated IQ of 108, while Nemotron 3 Ultra ranks #93 on the AI IQ leaderboard with an estimated IQ of 106. The table below puts the two models side by side across the seven capability dimensions, emotional reasoning, cost, speed, and context window.
Where They Sit on the IQ Bell Curve
Both models highlighted on the standard normal IQ distribution of every tracked model
| Motif 3World (Other) | Nemotron 3 UltraUS (Other) | |
|---|---|---|
| Rank | #85 | #93 |
| IQ | 108 | 106 |
| Abstract Reasoning | 93 | 89 |
| Mathematical Reasoning | 103 | 100 |
| Academic Reasoning | 123 | 120 |
| Programmatic Reasoning | 95 | 100 |
| Computer Use | 108 | 108 |
| Reliability | 117 | 118 |
| Knowledge Work | 113 | 108 |
| Emotional Reasoning | — | — |
| Effective Cost / 1M Tokens | — | $2.12 |
| Sticker Price / 1M I/O Tokens | — | $3.10 |
| Speed | — | 143 tok/s |
| Context Window | 262K | 262K |
| Released | 2026-08-10 | 2026-06-04 |
| Open Weights | Yes | Yes |
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