Best LLM for every task
47 task rankings, each computed from public benchmarks and practitioner reports and updated as the evidence changes. Sub-tasks sit under the task they narrow. See the methodology for how scores are computed.
Best LLM for Coding
Current #1: Claude Opus 5.5
- Best LLM for Agentic Coding · #1 Claude Opus 5.5
- Best LLM for Frontend & UI · #1 Claude Opus 5.5
- Best LLM for Code Completion · #1 Claude Sonnet 5.5
- Best LLM for Debugging & Code Review · #1 Claude Sonnet 5.5
- Best Local LLM for Coding · #1 DeepSeek V4.1 Flash
Best LLM for AI Agents
Current #1: Claude Opus 5.5
- Best LLM for Tool & Function Calling · #1 Claude Fable 5.1
- Best LLM for Autonomous Agents · #1 Claude Opus 5.5
- Best LLM for Computer & Browser Use · #1 Claude Opus 5.5
- Best LLM for OpenClaw · #1 Claude Opus 5.5
- Best LLM for Hermes Agent · #1 Claude Opus 5.5
- Best LLM for Goose · #1 Claude Opus 5.5
- Best LLM for OpenHands · #1 Claude Opus 5.5
Best LLM for Writing
Current #1: Gemini 3.8 Flash
- Best LLM for Creative Writing · #1 Gemini 3.8 Flash
- Best LLM for Marketing Copy · #1 Gemini 3.8 Flash
- Best LLM for Business Writing · #1 Gemini 3.8 Flash
Best LLM for RAG & Long Context
Current #1: Gemini 4 Argon
- Best LLM for Massive Context · #1 Claude Fable 5.1
- Best LLM for Grounded RAG · #1 Gemini 4 Argon
Best LLM for Chat & Roleplay
Current #1: Gemini 3.8 Flash
- Best LLM for a General Assistant · #1 Gemini 4 Argon
- Best LLM for Roleplay & Character · #1 Gemini 3.8 Flash
Best LLM for Translation
Current #1: Gemini 3.8 Flash
- Best LLM for Everyday Translation · #1 Gemini 3.8 Flash
- Best LLM for Literary Translation · #1 Gemini 3.8 Flash
Best LLM for Summarization
Current #1: Gemini 4 Argon
- Best LLM for Document Summarization · #1 Gemini 4 Argon
- Best LLM for Fast Summaries · #1 Gemini 3.8 Flash
Best LLM for Structured Data Extraction
Current #1: DeepSeek V4.1 Flash
- Best LLM for JSON & Schema Output · #1 DeepSeek V4.1 Flash
- Best LLM for High-Volume Extraction · #1 DeepSeek V4 Flash 0731
- Best LLM for Document Parsing · #1 Gemini 3.8 Flash
Best LLM for Math & Reasoning
Current #1: Claude Fable 5.1
- Best LLM for Competition Math · #1 Claude Fable 5.1
- Best LLM for Logic & Problem Solving · #1 Gemini 4 Argon
Best Cheap LLM for High Volume
Current #1: DeepSeek V4.1 Flash
- Cheapest Capable LLM · #1 DeepSeek V4.1 Flash
- Best Value LLM · #1 DeepSeek V4.1 Flash
- Best Open-Weight LLM for Self-Hosting · #1 DeepSeek V4.1 Flash
Best LLM for Vision & Documents
Current #1: Gemini 3.8 Flash
- Best LLM for Image Understanding · #1 GPT-6.1 Sol
- Best LLM for OCR & Documents · #1 Gemini 3.8 Flash
- Best LLM for Charts & Diagrams · #1 Gemini 3.8 Flash
Best Decision Model for Agent Routing and Scoring
Current #1: Sage 1.3.0 (Levanto Labs)
- Best Open-Weight Decision Model for Self-Hosting · #1 Winnow-12B Q8