Benchmarks
Compare AI models
Pick two models to see release dates, benchmark scores, and community ratings side by side.
Frontier benchmarks
Frontier board
6 releases. Five ways to compare.
Selected for recent releases and benchmark coverage, not a single overall rank. Each column sorts the same models by its own score. No reading means no bar.
○ Independent evaluation · ◆ Vendor or self-reported, labeled per reading.
Coding
BenchLM · 0 to 100
- Claude Opus 5.582.72Independent
Anthropic
- Claude Fable 5.176.85Independent
Anthropic
- GPT-6 Astra75.53Independent
OpenAI
- Gemini 4 Argon73.03Independent
Google DeepMind
- GPT-6.1 Sol71Independent
OpenAI
- Gemini 3.8 Flash60.81Independent
Google DeepMind
Agentic
BenchLM · 0 to 100
- Claude Opus 5.590.43Independent
Anthropic
- Claude Fable 5.180.8Independent
Anthropic
- Gemini 4 Argon78.78Independent
Google DeepMind
- GPT-6.1 Sol76.35Independent
OpenAI
- GPT-6 Astra75.68Independent
OpenAI
- Gemini 3.8 Flash66.17Independent
Google DeepMind
Reasoning
BenchLM · 0 to 100
- GPT-6 Astra93.3Independent
OpenAI
- GPT-6.1 Sol90.5Independent
OpenAI
- Gemini 4 Argon86.9Independent
Google DeepMind
- Claude Opus 5.586.1Independent
Anthropic
- Claude Fable 5.185.2Independent
Anthropic
- Gemini 3.8 Flash74.3Independent
Google DeepMind
Knowledge
BenchLM · 0 to 100
- Claude Opus 5.589.78Independent
Anthropic
- Claude Fable 5.186.3Independent
Anthropic
- GPT-6 Astra85.74Independent
OpenAI
- GPT-6.1 Sol85.58Independent
OpenAI
- Gemini 4 Argon80.88Independent
Google DeepMind
- Gemini 3.8 Flash72.8Independent
Google DeepMind
Arena
LM Arena · Elo
- Gemini 4 Argon1,517.17Independent
Google DeepMind
- Claude Opus 5.51,508.73Independent
Anthropic
- Claude Fable 5.11,503.19Independent
Anthropic
- Gemini 3.8 Flash1,495.7Independent
Google DeepMind
- GPT-6.1 Sol1,479.94Independent
OpenAI
- GPT-6 Astra1,476.48Independent
OpenAI
Score links open the source; hover for capture details. Bar lengths start at zero. Arena lengths use the full public board maximum.
The shape of the scores
First three featured models. Toggle a name to isolate a line. Missing readings leave gaps, not zeroes.
3 of 3 series shown.
Axes share drawing space, not meaning. Arena is Elo divided by the current board maximum; it is not a percentage accuracy.
The newest arrival
Released 2026-10-21 · At least two readings
No predecessor is linked in the catalog yet. We do not infer a generation jump from a name.
Latest release with linked lineage
Claude Fable 5.1 vs Claude Fable 5
Latest snapshots, not a controlled before-and-after trial. Capture dates and evaluation setups may differ.
Scores and sources
| Model | Metric | Score / provenance | Captured | Source label / votes |
|---|---|---|---|---|
| Claude Opus 5.5 | CodingBenchLM.ai | 82.72Independent | 2026-10-24 | Claude Opus 5.5 |
| Claude Fable 5.1 | CodingBenchLM.ai | 76.85Independent | 2026-10-24 | Claude Fable 5.1 |
| GPT-6 Astra | CodingBenchLM.ai | 75.53Independent | 2026-10-24 | GPT-6 Astra |
| Gemini 4 Argon | CodingBenchLM.ai | 73.03Independent | 2026-10-24 | Gemini 4 Argon |
| GPT-6.1 Sol | CodingBenchLM.ai | 71Independent | 2026-10-24 | GPT-6.1 Sol |
| Gemini 3.8 Flash | CodingBenchLM.ai | 60.81Independent | 2026-10-24 | Gemini 3.8 Flash |
| Claude Opus 5.5 | AgenticBenchLM.ai | 90.43Independent | 2026-10-24 | Claude Opus 5.5 |
| Claude Fable 5.1 | AgenticBenchLM.ai | 80.8Independent | 2026-10-24 | Claude Fable 5.1 |
| Gemini 4 Argon | AgenticBenchLM.ai | 78.78Independent | 2026-10-24 | Gemini 4 Argon |
| GPT-6.1 Sol | AgenticBenchLM.ai | 76.35Independent | 2026-10-24 | GPT-6.1 Sol |
| GPT-6 Astra | AgenticBenchLM.ai | 75.68Independent | 2026-10-24 | GPT-6 Astra |
| Gemini 3.8 Flash | AgenticBenchLM.ai | 66.17Independent | 2026-10-24 | Gemini 3.8 Flash |
| GPT-6 Astra | ReasoningBenchLM.ai | 93.3Independent | 2026-10-24 | GPT-6 Astra |
| GPT-6.1 Sol | ReasoningBenchLM.ai | 90.5Independent | 2026-10-24 | GPT-6.1 Sol |
| Gemini 4 Argon | ReasoningBenchLM.ai | 86.9Independent | 2026-10-24 | Gemini 4 Argon |
| Claude Opus 5.5 | ReasoningBenchLM.ai | 86.1Independent | 2026-10-24 | Claude Opus 5.5 |
| Claude Fable 5.1 | ReasoningBenchLM.ai | 85.2Independent | 2026-10-24 | Claude Fable 5.1 |
| Gemini 3.8 Flash | ReasoningBenchLM.ai | 74.3Independent | 2026-10-24 | Gemini 3.8 Flash |
| Claude Opus 5.5 | KnowledgeBenchLM.ai | 89.78Independent | 2026-10-24 | Claude Opus 5.5 |
| Claude Fable 5.1 | KnowledgeBenchLM.ai | 86.3Independent | 2026-10-24 | Claude Fable 5.1 |
| GPT-6 Astra | KnowledgeBenchLM.ai | 85.74Independent | 2026-10-24 | GPT-6 Astra |
| GPT-6.1 Sol | KnowledgeBenchLM.ai | 85.58Independent | 2026-10-24 | GPT-6.1 Sol |
| Gemini 4 Argon | KnowledgeBenchLM.ai | 80.88Independent | 2026-10-24 | Gemini 4 Argon |
| Gemini 3.8 Flash | KnowledgeBenchLM.ai | 72.8Independent | 2026-10-24 | Gemini 3.8 Flash |
| Gemini 4 Argon | ArenaLM Arena | 1,517.17Independent | 2026-10-24 | Gemini 4 Argon (High)10,083 votes |
| Claude Opus 5.5 | ArenaLM Arena | 1,508.73Independent | 2026-10-24 | Claude Opus 5.5 (High)10,322 votes |
| Claude Fable 5.1 | ArenaLM Arena | 1,503.19Independent | 2026-10-24 | Claude Fable 5.1 (Max)16,343 votes |
| Gemini 3.8 Flash | ArenaLM Arena | 1,495.7Independent | 2026-10-24 | Gemini 3.8 Flash (High)43,997 votes |
| GPT-6.1 Sol | ArenaLM Arena | 1,479.94Independent | 2026-10-24 | GPT-6.1 Sol (Max)8,305 votes |
| GPT-6 Astra | ArenaLM Arena | 1,476.48Independent | 2026-10-24 | GPT-6 Astra (Max)14,076 votes |
| Model | Metric / source | Score / provenance | Captured |
|---|---|---|---|
| Claude Opus 5.5 | MultimodalGroundedBenchLM.ai | 91.8Independent | 2026-10-24 |
| Claude Opus 5.5 | GDP.pdfEpoch AI | 30.6Independent | 2026-10-24 |
| Claude Fable 5.1 | Humanity's Last ExamEpoch AI | 46.5Independent | 2026-10-24 |
| Claude Fable 5.1 | GDP.pdfEpoch AI | 29.6Independent | 2026-10-24 |
| GPT-6 Astra | Humanity's Last ExamEpoch AI | 54.8Independent | 2026-10-24 |
| Gemini 3.8 Flash | MultimodalGroundedBenchLM.ai | 88.2Independent | 2026-10-24 |
| Gemini 3.8 Flash | Humanity's Last ExamEpoch AI | 44.5Independent | 2026-10-24 |
- Provider
- Google DeepMind-
- Out yet?
- Yes-
- Status
- Available-
- Release date
- Sep 15, 2026-
- LM Arena?LM Arena's Elo-style rating from blind head-to-head votes: people compare two anonymous model answers and pick the better one. Higher is better.
- 1483Verify at LM ArenaOct 24, 2026-
- Coding?BenchLM.ai's score for code generation and software-engineering tasks, normalized 0–100 across multiple benchmarks. Higher is better.
- 50.99Verify at BenchLM.aiOct 24, 2026-
- Knowledge?BenchLM.ai's score for factual knowledge and question answering, normalized 0–100 across multiple benchmarks. Higher is better.
- 64.22Verify at BenchLM.aiOct 24, 2026-
- GDP.pdf?Epoch AI's GDP.pdf benchmark: extracting and analyzing information from real-world PDF documents. Higher is better.Epoch AI
- 14Verify at Epoch AIOct 24, 2026-
- Vibe rating?OutYet's community rating: signed-in users score the model 1–10. Shown as the average and the number of votes.
- --
- Predecessor
- --
- Successor
- --
| Open page → | ||
|---|---|---|
| Provider | Google DeepMind | - |
| Out yet? | Yes | - |
| Status | Available | - |
| Release date | Sep 15, 2026 | - |
| LM Arena?LM Arena's Elo-style rating from blind head-to-head votes: people compare two anonymous model answers and pick the better one. Higher is better. | 1483Verify at LM ArenaOct 24, 2026 | - |
| Coding?BenchLM.ai's score for code generation and software-engineering tasks, normalized 0–100 across multiple benchmarks. Higher is better. | 50.99Verify at BenchLM.aiOct 24, 2026 | - |
| Knowledge?BenchLM.ai's score for factual knowledge and question answering, normalized 0–100 across multiple benchmarks. Higher is better. | 64.22Verify at BenchLM.aiOct 24, 2026 | - |
| GDP.pdf?Epoch AI's GDP.pdf benchmark: extracting and analyzing information from real-world PDF documents. Higher is better.Epoch AI | 14Verify at Epoch AIOct 24, 2026 | - |
| Vibe rating?OutYet's community rating: signed-in users score the model 1–10. Shown as the average and the number of votes. | - | - |
| Predecessor | - | - |
| Successor | - | - |
Benchmark scores are mirrored from third-party sources and captured on the dates shown. Numbers from different benchmarks, sources, or capture dates are not directly comparable.
Data from BenchLM.ai · Epoch AI, “AI Benchmarking Hub” (CC BY 4.0).