AI Model Benchmarks and Rankings
Independent measurements are kept separate from Frontrumors editorial assessments. Missing results are shown as unavailable, never estimated.
Artificial Analysis snapshot checked 2026-11-01, Intelligence Index v5.0. Older Arena and Terminal-Bench measurements were not refreshed in that snapshot; their source notes remain below.
| Model | AA Index | Reasoning setting | Checked | Arena text Elo | Terminal-Bench |
|---|---|---|---|---|---|
| Gemini 4 Carbon | 59 | high | 2026-11-01 | Not available | Not available |
| Claude Opus 5.5 | 58 | max with fallback | 2026-11-01 | 1509 | 60% |
| GPT-6 Astra | 57 | max | 2026-11-01 | Not available | 59% |
| GPT-6.1 Sol | 55 | max | 2026-11-01 | Not available | Not available |
| Claude Sonnet 5.5 | 54 | max with fallback | 2026-11-01 | Not available | Not available |
| GPT-6.1 Terra | 51 | max | 2026-11-01 | Not available | Not available |
| Gemini 4 Argon | 50 | high | 2026-11-01 | 1517 | 57% |
| Muse Wonder Full (preview) | 50 | max | 2026-11-01 | 1509 | Not available |
| Claude Fable 5.1 | 50 | xhigh with fallback | 2026-11-01 | 1503 | Not available |
| Kimi K3.1 Pro | 46 | Not specified | 2026-11-01 | Not available | Not available |
| Claude Haiku 5.5 | 36 | max | 2026-11-01 | Not available | Not available |
| Grok 4.7 | 35 | high | 2026-11-01 | 1444 | Not available |
| Qwen3.8-Max | 34 | Not specified | 2026-11-01 | 1480 | Not available |
| DeepSeek V4.1-Flash-1017 | 32 | max | 2026-11-01 | Not available | Not available |
| Mistral Large 4 (preview) | 26 | high | 2026-11-01 | Not available | Not available |
Measurement provenance and limitations
Gemini 4 Carbon
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026)
Claude Opus 5.5
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026); older Terminal-Bench from Techietory, not refreshed. Historical Arena snapshot (26 Oct 2026 or earlier), not refreshed; effort may differ from the current AA setting. This is not a current AA rank or Coding Agent Index score.
GPT-6 Astra
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026); older Terminal-Bench from Techietory, not refreshed; older Agent arena, not refreshed. Not enough public LMArena votes for a text Elo. Agent arena measurement: 14; see its dated source below.
GPT-6.1 Sol
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026)
Claude Sonnet 5.5
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026). Not in the top ten of the overall LMArena text board (26 Oct 2026 refresh).
GPT-6.1 Terra
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026)
Gemini 4 Argon
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026); older Terminal-Bench from Techietory, not refreshed. Historical Arena snapshot (26 Oct 2026 or earlier), not refreshed; effort may differ from the current AA setting.
Muse Wonder Full (preview)
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026). Historical Arena snapshot (26 Oct 2026 or earlier), not refreshed; effort may differ from the current AA setting. AA row is explicitly Wonder Full; Wonder is a separate variant.
Claude Fable 5.1
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026). Historical Arena snapshot (26 Oct 2026 or earlier), not refreshed; effort may differ from the current AA setting.
Kimi K3.1 Pro
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026)
Claude Haiku 5.5
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026)
Grok 4.7
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026). Historical Arena snapshot (26 Oct 2026 or earlier), not refreshed; effort may differ from the current AA setting.
Qwen3.8-Max
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026). Historical Arena snapshot (26 Oct 2026 or earlier), not refreshed; effort may differ from the current AA setting.
DeepSeek V4.1-Flash-1017
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026)
Mistral Large 4 (preview)
Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026)
Benchmark sources and methodology
- Artificial Analysis Intelligence Index v5 (checked 1 Nov 2026): One v5 snapshot, best listed effort variant per model; effort and fallback settings are labeled. v5 launched 27 Oct and is not directly comparable with the older v4.3 scale. Older Arena and Terminal-Bench metrics were not refreshed; price/spec dates remain source-specific.
- Artificial Analysis v5 methodology announcement: Versioned methodology: nine evaluations, with a revised mix and more private test data. Do not infer model regressions from a change of index version.
- LMArena text (via AI Blogly leaderboard, 26 Oct 2026 refresh): LMArena text Elo, top ten only; models below the top ten keep their last recorded value.
- Terminal-Bench 4.0 (via Techietory snapshot): Terminal-Bench figures not on the AA leaderboard; not refreshed in this update.
- LMArena Agent arena (via BenchLeader): LMArena Agent task scores (GPT-6 Astra 14, GPT-6.1 Sol 13.6); not refreshed in this update.
Index versions and reasoning settings are part of each result. Do not compare different AA index versions as though they used the same scale. These measurements do not imply that a model leads every task.
Separate Frontrumors editorial assessment
These are the publication's own composite scores out of 100, not independent benchmark results or user ratings.
- GPT-6 Astra: 92/100. Hardest reasoning, flagship agents
- Claude Opus 5.5: 91/100. Agentic coding, long-context work
- Muse Wonder Full (preview): 90/100. Evaluating Meta's new frontier tier
- Claude Fable 5.1: 89/100. Maximum-capability Anthropic workloads
- Gemini 4 Argon: 88/100. Google-stack teams, new pre-training run
- Grok 4.7: 85/100. Value frontier, 500K context
- Qwen3.8-Max: 84/100. Multilingual, Alibaba Cloud stacks
- Mistral Large 4 (preview): 83/100. EU hosting, available open weights
- DeepSeek V4.1-Flash-1017: 82/100. Self-hosting, cost-sensitive volume