The Aggregate: unified LLM rankings, daily
Best AI you can use today: Claude Opus 5.5.
We fold every public benchmark we can find into one daily ranking. Unified rankings for 2174 AI models in the fused corpus across 32115 public benchmarks in the current fit, aggregated from public leaderboards and refreshed daily. Rankings use an Item Response Theory (IRT) fit that maps every model onto one rating scale.
Top models by Aggregate Rating
| Rank | Model | Provider | Rating | Benchmarks |
|---|---|---|---|---|
| 1 | Gemini 4 Carbon | 2024 ± 15 | 149 | |
| 2 | Claude Mythos 5.1 | Anthropic | 2007 ± 27 | 26 |
| 3 | Claude Opus 5.5 | Anthropic | 1989 ± 4 | 1171 |
| 4 | GPT-6 Astra Pro | OpenAI | 1988 ± 20 | 22 |
| 5 | GPT-6 Astra | OpenAI | 1981 ± 3 | 1686 |
| 6 | GPT-6.1 Sol | OpenAI | 1972 ± 5 | 933 |
| 7 | Claude Mythos Preview | Anthropic | 1971 ± 13 | 98 |
| 8 | Claude Mythos 5 | Anthropic | 1965 ± 14 | 106 |
| 9 | Gemini 4 Argon | 1961 ± 5 | 857 | |
| 10 | Claude Fable 5.1 | Anthropic | 1957 ± 5 | 785 |
| 11 | GPT-6.1 Pro Sol | OpenAI | 1955 ± 25 | 20 |
| 12 | Muse Wonder Full | Meta | 1949 ± 16 | 159 |
| 13 | hy4 | Tencent | 1941 ± 48 | 17 |
| 14 | Claude Sonnet 5.5 | Anthropic | 1940 ± 5 | 809 |
| 15 | GPT-6.1 Terra | OpenAI | 1931 ± 8 | 394 |
| 16 | Claude Opus 5 | Anthropic | 1927 ± 3 | 1611 |
| 17 | Kimi K3.1 Pro | Moonshot | 1916 ± 7 | 342 |
| 18 | Muse Wonder | Meta | 1914 ± 8 | 366 |
| 19 | GPT-6 Sol | OpenAI | 1907 ± 6 | 645 |
| 20 | Claude Fable 5 | Anthropic | 1904 ± 4 | 965 |
Which AI is worth paying for?
Plans ranked by the model work a dollar buys, counting your time.
| Plan | Value per dollar | Price | Best use of the allowance | Verdict |
|---|---|---|---|---|
| Claude Ultra | 1.2× | USD 200/mo | Claude Opus 5.5, 29B tokens a month, 158 h of your time | Ten times Pro's weekly Claude usage without a five-hour limit once the account is verified, plus a separate monthly API budget; credits require claiming and cannot extend interactive plan limits. |
| Claude Pro | 1.2× | USD 20/mo | Claude Opus 5.5, 2.9B tokens a month, 16 h of your time | Generous Opus allowance for regular chat and coding in one subscription. |
| Claude Max | 1.2× | USD 100/mo | Claude Opus 5.5, 14B tokens a month, 77 h of your time | Higher Claude usage plus a separate monthly API budget for custom apps and agents; credits require claiming and cannot extend interactive plan limits. |
| ChatGPT Pro 200 | 1.1× | USD 200/mo | GPT-6 Astra, 3.9B tokens a month, 21 h of your time | More agent headroom without a five-hour limit; OpenAI canceled the September reduction, so every Pro 200 subscription has the higher allowance again. |
| ChatGPT Pro 500 | 1.1× | USD 500/mo | GPT-6 Astra, 9.5B tokens a month, 51 h of your time | The largest of the three Pro allowances and the only Pro tier with Ultrafast; per dollar it buys about what Pro 200 does, so pay for it when Pro 200 runs out or Ultrafast speed matters. |
| ChatGPT Pro 100 | 1.1× | USD 100/mo | GPT-6 Astra, 1.8B tokens a month, 9.8 h of your time | More agent capacity without a five-hour limit, with the broader ChatGPT toolset. |
| GitHub Copilot Max | 0.78× | USD 100/mo | Claude Opus 5.5, 577M tokens a month, 3.1 h of your time | A sizeable published coding budget for people who will use the extra credits. |
| ChatGPT Plus | 0.76× | USD 20/mo | GPT-6 Astra, 106M tokens a month, 34 min of your time | A strong all-round bundle; sustained agent work can outgrow its limits. |
Latest leaderboard changes
- Gemini 4 Argon took the lead on SEAL - MCP Atlas (90.7 vs 88.1 by Muse Spark 1.1)
- Inkling 2 Small took the lead on AA-AnalystAgent - Pass@K (86.25 vs 85 by GPT-6 Luna (Max))
- Gemini 4 Argon took the lead on SpacetimeDB LLM Benchmark (C#) (100 vs 98.9 by Claude Sonnet 4.6)
- Inkling 2 Small took the lead on AA-AnalystAgent - Pass@1 (71.25 vs 70.5 by Gemini 3.7 Flash (High))
- Hy4 took the lead on Coarena - Task Completion (98.2 vs 97.8 by Muse Spark 1.3)
- Kimi K3 (Max) took the lead on Sonar LLM Leaderboard - Java - Bug Density (0.51 vs 0.52 by GPT-5.5 (Medium))
Explore: all models · benchmark catalog · capability trends · daily changes
Interactive version: theaggregate.ai/ · How It Works · Data refreshed daily, snapshot 2026-11-06.