Model comparison
AI Co-Mathematician vs Claude Sonnet 5.5
Claude Sonnet 5.5 has enough public results to be ranked (#10); AI Co-Mathematician does not yet, so treat this comparison as directional.
Last verified . 1 shared benchmarks.
GoogleSummary
- They share 1 benchmark with published results for both. AI Co-Mathematician scores higher in 0 categories and Claude Sonnet 5.5 in 1 category; one gap is clear of the uncertainty.
- The widest gap is in math, where Claude Sonnet 5.5 leads 88.7 to 71.7.
Side by side
| AI Co-Mathematician | Claude Sonnet 5.5 | |
|---|---|---|
| Provider | Anthropic | |
| Noometry Index | 57.6 | 60.5 |
| Released | 2026-05-08 | 2026-09-28 |
| Weights | Proprietary | Proprietary |
| Context window | — | 1M |
| Max output | — | 128K |
| Input $ / M tokens | — | $2 |
| Output $ / M tokens | — | $10 |
| Results tracked | 2 | 16 |
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Category by category
Coding Not comparable
AI Co-Mathematician: —, Claude Sonnet 5.5: 65.5 (#6)
| Benchmark | AI Co-Mathematician | Claude Sonnet 5.5 |
|---|---|---|
| FrontierCode | — | 52.1% |
| CursorBench | — | 55.5% |
| LMArena WebDev | — | 1699 |
| FrontierSWE | — | 61.9% |
| SciCode | — | 61% |
| ALE-Bench | — | 1,819 |
Agentic & Tool Use Not comparable
AI Co-Mathematician: —, Claude Sonnet 5.5: 44.9 (#14)
| Benchmark | AI Co-Mathematician | Claude Sonnet 5.5 |
|---|---|---|
| APEX-Agents | — | 75.5% |
Reasoning Not comparable
AI Co-Mathematician: —, Claude Sonnet 5.5: 52.4 (#29)
| Benchmark | AI Co-Mathematician | Claude Sonnet 5.5 |
|---|---|---|
| CritPt | — | 31.4% |
| Mystery Game Puzzles | — | 65% |
Math Claude Sonnet 5.5 leads
AI Co-Mathematician: 71.7, Claude Sonnet 5.5: 88.7 (#4)
| Benchmark | AI Co-Mathematician | Claude Sonnet 5.5 |
|---|---|---|
| FrontierMath Tier 4 | 75.6% | 80.5% |
| FrontierMath (Tiers 1-3) | — | 88.8% |
| OTIS Mock AIME 2024-2025 | — | 100% |
| ProofBench | — | 100% |
| FrontierMath Tier 4 (v1) | 47.9% | — |
Knowledge Not comparable
AI Co-Mathematician: —, Claude Sonnet 5.5: 66.0 (#11)
| Benchmark | AI Co-Mathematician | Claude Sonnet 5.5 |
|---|---|---|
| GPQA Diamond | — | 95.6% |
| SimpleQA Verified | — | 46.5% |
Multimodal Not comparable
AI Co-Mathematician: —, Claude Sonnet 5.5: 53.2 (#5)
| Benchmark | AI Co-Mathematician | Claude Sonnet 5.5 |
|---|---|---|
| Furniture Assembly | — | 75% |
Frequently asked questions
Is AI Co-Mathematician better than Claude Sonnet 5.5?
Claude Sonnet 5.5 has enough public results to be ranked (#10); AI Co-Mathematician does not yet, so treat this comparison as directional.
How many benchmarks do AI Co-Mathematician and Claude Sonnet 5.5 share?
1 benchmark has published results for both models. AI Co-Mathematician has 2 scored results on Noometry and Claude Sonnet 5.5 has 16.