1. Best-in-class coding performance

• #1 on SWE-bench Verified (77.2% standard, 82.0% high-compute).
• Excels at debugging, architecture, and multi-file code generation.
• Maintains coherence for extremely long tasks (30+ hours).

2. State-of-the-art computer use & agents

• Leads OSWorld at 61.4%.
• Strongest model for agentic workflows, multi-step tool use, and real computer control.
• Powering Claude Code, the new Claude Agent SDK, and Chrome agent actions.

3. Advanced reasoning & math

• Large improvements across reasoning-heavy benchmarks (AIME, MMMLU, τ2-bench, Terminal-Bench).
• Deep multi-step reasoning with extended or interleaved thinking.

4. High alignment & safety

• Most aligned Claude model to date with reduced deception, hallucinations, sycophancy, and harmful compliance.
• Strong protections against prompt injection for agentic tasks (ASL-3 safeguards).

5. Domain-expert performance

• Notable gains in finance, law, medicine, and STEM tasks.
• Trusted by early customers for long-context legal analysis, multi-file engineering, security research, and red-teaming.

1. Best performance in Qwen3 series

• Handles complex multi-step reasoning.
• Excellent for agent programming and tool calling.

2. Massive context window

• 262K tokens enable long multi-document tasks.
• Useful for RAG pipelines, analysis, and long-form workflows.

3. Tiered pricing support

• More cost-efficient for small requests.
• Supports context caching for repeated inputs.

4. Strong general-purpose intelligence

• High accuracy in coding, reasoning, and structured tasks.
• Reliable for enterprise automation.