Frontier models · snapshot 13 October 2026
Which AI model is best at what?
The most capable AI models right now, ranked on one independent benchmark and then split by task, because no single model wins everything. Every number links to where it came from.
Best at each job
Overall intelligence
Claude Opus 5.5
Highest Artificial Analysis Intelligence Index score at 58. Claude Sonnet 5.5 is next at 56; GPT-6 Astra, Claude Fable 5.1 and Gemini 4 Argon are level at 53.
Independent measurement
Agentic coding
Claude Sonnet 5.5
Artificial Analysis measured 64% on Terminal-Bench 4.0, ahead of roughly 60% for Opus 5.5 and GPT-6 Astra. Anthropic reports 70.6% with its launch setup, so the exact result depends on the harness.
Independent measurement
Office and knowledge work
Claude Opus 5.5
GDPval-AA v2.1, which scores real professional deliverables: 1846 Elo against 1735 for Fable 5.1 and 1542 for GPT-6 Astra.
Vendor-reported benchmark
Business automation
GPT-6 Astra
AutomationBench: 41.4%, narrowly ahead of Opus 5.5 at 40.0%. One of the few results in Anthropic’s own table that Anthropic does not win.
Vendor-reported benchmark
Lowest measured cost near the top
GPT-6.1 Sol
Scores 52, one point behind GPT-6 Astra and Gemini 4 Argon. Artificial Analysis measured $0.72 per index task; that is benchmark-specific, but lower than the other selected releases scoring 50 or more.
Independent measurement
Speed and price
Gemini 3.8 Flash
141.4 output tokens per second at $0.75 / $3.75 per million tokens: the cheapest of these releases and marginally faster than Claude Sonnet 5.5 (135.2), but with a lower index score (41). Measured speeds drift from week to week.
Independent measurement
Best model you can download
MiMo-V2.6-Pro
Highest-scoring open-weights model at 46, ahead of GLM-5.3 (45) and Kimi K3 (44). At about one trillion parameters it needs a server, not a desktop PC.
Independent measurement
Best downloadable model for a home PC
Qwen3.8 27B
Scores 34, the highest of the open models under 100 billion parameters on Artificial Analysis’s list. At 27 billion parameters it is small enough that Perplexity’s local agent runs it on a 24 GB graphics card.
Independent measurement
Selected leading releases
Artificial Analysis Intelligence Index v4.3.2 combines ten evaluations — coding, reasoning, science, knowledge work and tool use — which Artificial Analysis runs itself. Each model is shown at its highest-effort setting. Prices are US dollars per million input / output tokens. This is a maintained selection of current frontier and leading open-weights releases, not a copy of the complete leaderboard. Mistral Large 4 is hosted only for now: Mistral has promised its weights by the end of October but had not named a licence when this was checked.
| # | Model | Released | Index | Price | Speed | Weights |
|---|---|---|---|---|---|---|
| 1 | Claude Opus 5.5Anthropic | 22 Sep 2026 | 58 | $4 / $20 | 95.2 tokens/s | Hosted only |
| 2 | Claude Sonnet 5.5Anthropic | 28 Sep 2026 | 56 | $2 / $10 | 135.2 tokens/s | Hosted only |
| 3 | Claude Fable 5.1Anthropic | 1 Sep 2026 | 53 | $10 / $50 | 68.3 tokens/s | Hosted only |
| 3 | GPT-6 AstraOpenAI | 3 Sep 2026 | 53 | $10 / $50 | 62.5 tokens/s | Hosted only |
| 3 | Gemini 4 ArgonGoogle | 30 Sep 2026 | 53 | $2 / $10 (introductory) | Not yet measured | Hosted only |
| 6 | GPT-6.1 SolOpenAI | 29 Sep 2026 | 52 | $2 / $10 | 64.8 tokens/s | Hosted only |
| 7 | MiMo-V2.6-ProXiaomi | — | 46 | — | — | Downloadable |
| 7 | Grok 4.7SpaceXAI | 21 Sep 2026 | 46 | $2 / $6 | 83.8 tokens/s | Hosted only |
| 9 | GLM-5.3Z AI | — | 45 | — | — | Downloadable |
| 10 | Kimi K3Moonshot AI (Kimi) | — | 44 | — | — | Downloadable |
| 11 | Gemini 3.8 FlashGoogle | 2 Sep 2026 | 41 | $0.75 / $3.75 | 141.4 tokens/s | Hosted only |
| 12 | Mistral Large 4Mistral AI | 6 Oct 2026 | 38 | $1.36 / $4.18 | Not reported | Hosted only |
| 13 | Qwen3.8 27BAlibaba | — | 34 | — | — | Downloadable |
“—” means the figure is not published on the source page, not that it is zero. Scores from different index versions are not comparable, so this table uses only v4.3.2. Gemini 4 Argon’s price is introductory: Google says it rises to $4 / $20, and has not said when. At launch on 30 September its access was limited to cyber defenders in Google’s Fairwind programme, with no public API or Gemini app release date announced, even though Artificial Analysis has scored it.
Head to head: Anthropic’s launch figures
From Anthropic’s Opus 5.5 announcement. These are vendor-reported: the company releasing the model chose the tests and ran them. Treat them as a claim to check against independent results, not as a verdict.
| Benchmark | Opus 5.5 | Fable 5.1 | GPT-6 Astra | Opus 5 |
|---|---|---|---|---|
| Terminal-Bench 4.0Agentic coding in a terminal | 66.4% | 55.8% | 57.9% | 52.3% |
| FrontierCode v1.1Hard software tasks | 54.4% | 50.3% | 53.3% | 48.0% |
| GDPval-AA v2.1Professional deliverables (Elo) | 1846 | 1735 | 1542 | 1708 |
| AutomationBenchBusiness workflows | 40.0% | 31.4% | 41.4% | 26.9% |
| Humanity’s Last ExamExpert reasoning, with tools | 67.7% | 65.6% | 57.2% | 63.6% |
| OSWorld 2.0Operating a computer | 81.8% | 80.7% | Not reported | 74.0% |
What this means if you run AI on your own PC
None of the top three can be downloaded; they only run on their makers’ servers. The best open-weights models are close behind, but at 750 billion to 2.8 trillion parameters they need data-centre hardware. What runs on a home graphics card is smaller models from the same families — and whether a given one fits depends on your video memory, not on this ranking.
Sources
All figures retrieved 13 October 2026. Leaderboards change as models are added and re-tested.
- Artificial Analysis Intelligence Index v4.3.2
- Artificial Analysis — Benchmarking GPT-6 Astra (9 Sep 2026)
- Artificial Analysis — Claude Sonnet 5.5 benchmark analysis
- Artificial Analysis — GPT-6.1 Sol
- Artificial Analysis — open-weights models
- Anthropic — Introducing Claude Opus 5.5
- Anthropic — Introducing Claude Sonnet 5.5
- Google — Introducing Gemini 4 Argon
- OpenAI — GPT-6.1 Sol model
- SpaceXAI — Introducing Grok 4.7
- Artificial Analysis — Claude Sonnet 5.5
- Artificial Analysis — Grok 4.7