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 5.582.62Independent
Anthropic
- Claude Fable 5.176.81Independent
Anthropic
- GPT-6 Astra75.46Independent
OpenAI
- Gemini 4 Argon72.28Independent
Google DeepMind
- GPT-6.1 Sol70.93Independent
OpenAI
- Muse Spark Open56.08Independent
Meta
Agentic
BenchLM · 0 to 100
- Claude Opus 5.590.31Independent
Anthropic
- Claude Fable 5.180.86Independent
Anthropic
- Gemini 4 Argon77.23Independent
Google DeepMind
- GPT-6.1 Sol76.18Independent
OpenAI
- GPT-6 Astra74.8Independent
OpenAI
- Muse Spark Open60.08Independent
Meta
Reasoning
BenchLM · 0 to 100
- GPT-6 Astra93.3Independent
OpenAI
- GPT-6.1 Sol90.5Independent
OpenAI
- Claude Opus 5.586.1Independent
Anthropic
- Claude Fable 5.185.2Independent
Anthropic
- Gemini 4 ArgonNot reported
Google DeepMind
- Muse Spark OpenNot reported
Meta
Knowledge
BenchLM · 0 to 100
- Claude Opus 5.590.06Independent
Anthropic
- Claude Fable 5.186.75Independent
Anthropic
- GPT-6 Astra86.02Independent
OpenAI
- GPT-6.1 Sol85.9Independent
OpenAI
- Gemini 4 Argon80.31Independent
Google DeepMind
- Muse Spark Open64.6Independent
Meta
Arena
LM Arena · Elo
- Gemini 4 Argon1,523.9Independent
Google DeepMind
- Claude Opus 5.51,508.17Independent
Anthropic
- Claude Fable 5.11,502.29Independent
Anthropic
- GPT-6.1 Sol1,483.85Independent
OpenAI
- GPT-6 Astra1,477.32Independent
OpenAI
- Muse Spark OpenNot reported
Meta
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 2026-10-15 · 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 | 82.62Independent | 2026-10-17 | Claude Opus 5.5 |
| Claude Fable 5.1 | CodingBenchLM.ai | 76.81Independent | 2026-10-17 | Claude Fable 5.1 |
| GPT-6 Astra | CodingBenchLM.ai | 75.46Independent | 2026-10-17 | GPT-6 Astra |
| Gemini 4 Argon | CodingBenchLM.ai | 72.28Independent | 2026-10-17 | Gemini 4 Argon |
| GPT-6.1 Sol | CodingBenchLM.ai | 70.93Independent | 2026-10-17 | GPT-6.1 Sol |
| Muse Spark Open | CodingBenchLM.ai | 56.08Independent | 2026-10-17 | Muse Spark Open |
| Claude Opus 5.5 | AgenticBenchLM.ai | 90.31Independent | 2026-10-17 | Claude Opus 5.5 |
| Claude Fable 5.1 | AgenticBenchLM.ai | 80.86Independent | 2026-10-17 | Claude Fable 5.1 |
| Gemini 4 Argon | AgenticBenchLM.ai | 77.23Independent | 2026-10-17 | Gemini 4 Argon |
| GPT-6.1 Sol | AgenticBenchLM.ai | 76.18Independent | 2026-10-17 | GPT-6.1 Sol |
| GPT-6 Astra | AgenticBenchLM.ai | 74.8Independent | 2026-10-17 | GPT-6 Astra |
| Muse Spark Open | AgenticBenchLM.ai | 60.08Independent | 2026-10-17 | Muse Spark Open |
| GPT-6 Astra | ReasoningBenchLM.ai | 93.3Independent | 2026-10-17 | GPT-6 Astra |
| GPT-6.1 Sol | ReasoningBenchLM.ai | 90.5Independent | 2026-10-17 | GPT-6.1 Sol |
| Claude Opus 5.5 | ReasoningBenchLM.ai | 86.1Independent | 2026-10-17 | Claude Opus 5.5 |
| Claude Fable 5.1 | ReasoningBenchLM.ai | 85.2Independent | 2026-10-17 | Claude Fable 5.1 |
| Gemini 4 Argon | ReasoningBenchLM.ai | Not reported | Not reported | Not reported |
| Muse Spark Open | ReasoningBenchLM.ai | Not reported | Not reported | Not reported |
| Claude Opus 5.5 | KnowledgeBenchLM.ai | 90.06Independent | 2026-10-17 | Claude Opus 5.5 |
| Claude Fable 5.1 | KnowledgeBenchLM.ai | 86.75Independent | 2026-10-17 | Claude Fable 5.1 |
| GPT-6 Astra | KnowledgeBenchLM.ai | 86.02Independent | 2026-10-17 | GPT-6 Astra |
| GPT-6.1 Sol | KnowledgeBenchLM.ai | 85.9Independent | 2026-10-17 | GPT-6.1 Sol |
| Gemini 4 Argon | KnowledgeBenchLM.ai | 80.31Independent | 2026-10-17 | Gemini 4 Argon |
| Muse Spark Open | KnowledgeBenchLM.ai | 64.6Independent | 2026-10-17 | Muse Spark Open |
| Gemini 4 Argon | ArenaLM Arena | 1,523.9Independent | 2026-10-17 | Gemini 4 Argon (High)4,904 votes |
| Claude Opus 5.5 | ArenaLM Arena | 1,508.17Independent | 2026-10-17 | Claude Opus 5.5 (High)8,300 votes |
| Claude Fable 5.1 | ArenaLM Arena | 1,502.29Independent | 2026-10-17 | Claude Fable 5.1 (Max)14,590 votes |
| GPT-6.1 Sol | ArenaLM Arena | 1,483.85Independent | 2026-10-17 | GPT-6.1 Sol (Max)6,320 votes |
| GPT-6 Astra | ArenaLM Arena | 1,477.32Independent | 2026-10-17 | GPT-6 Astra (Max)12,163 votes |
| Muse Spark Open | ArenaLM Arena | Not reported | Not reported | Not reported |
| Model | Metric / source | Score / provenance | Captured |
|---|---|---|---|
| Claude Opus 5.5 | MultimodalGroundedBenchLM.ai | 92.2Independent | 2026-10-17 |
| Claude Opus 5.5 | GDP.pdfEpoch AI | 30.6Independent | 2026-10-17 |
| Claude Fable 5.1 | Humanity's Last ExamEpoch AI | 46.5Independent | 2026-10-17 |
| Claude Fable 5.1 | GDP.pdfEpoch AI | 29.6Independent | 2026-10-17 |
| GPT-6 Astra | Humanity's Last ExamEpoch AI | 54.8Independent | 2026-10-17 |
- Provider
- Anthropic-
- Out yet?
- Yes-
- Status
- Available-
- Release date
- Sep 22, 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.
- 1508.2Verify at LM ArenaOct 17, 2026-
- Agentic?BenchLM.ai's score for multi-step agentic work - planning, tool use, and acting autonomously, normalized 0–100 across multiple benchmarks. Higher is better.
- 90.31Verify at BenchLM.aiOct 17, 2026-
- Coding?BenchLM.ai's score for code generation and software-engineering tasks, normalized 0–100 across multiple benchmarks. Higher is better.
- 82.62Verify at BenchLM.aiOct 17, 2026-
- Knowledge?BenchLM.ai's score for factual knowledge and question answering, normalized 0–100 across multiple benchmarks. Higher is better.
- 90.06Verify at BenchLM.aiOct 17, 2026-
- MultimodalGrounded?BenchLM.ai's score for understanding grounded in images and documents, normalized 0–100 across multiple benchmarks. Higher is better.
- 92.2Verify at BenchLM.aiOct 17, 2026-
- Reasoning?BenchLM.ai's score for logic and multi-step reasoning problems, normalized 0–100 across multiple benchmarks. Higher is better.
- 86.1Verify at BenchLM.aiOct 17, 2026-
- GDP.pdf?Epoch AI's GDP.pdf benchmark: extracting and analyzing information from real-world PDF documents. Higher is better.Epoch AI
- 30.6Verify at Epoch AIOct 17, 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 | Anthropic | - |
| Out yet? | Yes | - |
| Status | Available | - |
| Release date | Sep 22, 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. | 1508.2Verify at LM ArenaOct 17, 2026 | - |
| Agentic?BenchLM.ai's score for multi-step agentic work - planning, tool use, and acting autonomously, normalized 0–100 across multiple benchmarks. Higher is better. | 90.31Verify at BenchLM.aiOct 17, 2026 | - |
| Coding?BenchLM.ai's score for code generation and software-engineering tasks, normalized 0–100 across multiple benchmarks. Higher is better. | 82.62Verify at BenchLM.aiOct 17, 2026 | - |
| Knowledge?BenchLM.ai's score for factual knowledge and question answering, normalized 0–100 across multiple benchmarks. Higher is better. | 90.06Verify at BenchLM.aiOct 17, 2026 | - |
| MultimodalGrounded?BenchLM.ai's score for understanding grounded in images and documents, normalized 0–100 across multiple benchmarks. Higher is better. | 92.2Verify at BenchLM.aiOct 17, 2026 | - |
| Reasoning?BenchLM.ai's score for logic and multi-step reasoning problems, normalized 0–100 across multiple benchmarks. Higher is better. | 86.1Verify at BenchLM.aiOct 17, 2026 | - |
| GDP.pdf?Epoch AI's GDP.pdf benchmark: extracting and analyzing information from real-world PDF documents. Higher is better.Epoch AI | 30.6Verify at Epoch AIOct 17, 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).