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Claude Sonnet 4

AnthropicLarge Language ModelProprietary

Anthropic's balanced model offering strong performance at lower cost than Opus. Ideal for most production workloads.

Abilities

Text GenerationCode GenerationReasoningVisionFunction CallingStructured OutputLong ContextMultilingual

Use Cases

ChatbotCoding AssistantContent WritingData AnalysisEnterpriseAutomation

Available in Tools

Availability

Claude Mobile
Amazon Bedrock
Google Vertex AI

How to Use

Use the Anthropic Messages API with model ID `claude-sonnet-4-6`. Great default choice for most applications.

Pros

  • Best quality-to-cost ratio in the Claude family — strong performance at 1/3 the price of Opus 4.8
  • Fast enough for real-time chat while still being highly capable
  • 1M token context window with excellent long-document comprehension
  • Strong coding performance — powers Claude Code for autonomous development
  • Default model in most third-party integrations (Cursor, Copilot, Windsurf)
  • Excellent instruction following — reliably produces structured outputs and follows constraints

Cons

  • Closed source — no self-hosting or model customization possible
  • Noticeable quality gap vs Opus on very complex reasoning and nuanced writing
  • May oversimplify in specialized domains (law, medicine, advanced math)
  • Same safety constraints as Opus — can occasionally refuse valid requests

What to Use It For

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Perfect For

Production coding assistants

Best quality-to-cost ratio — 80-90% of Opus quality at 1/5 the price, powering most IDE integrations

Enterprise chatbots

Fast enough for real-time chat with strong instruction following and safety alignment

Everyday development with Claude Code

Optimal balance of speed, quality, and cost for iterative coding workflows

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Good For

Content writing

Produces well-structured, clear content for blogs, emails, and marketing copy

Data extraction and summarization

Reliable structured output and good comprehension make it efficient for ETL-like tasks

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Not Recommended

Very complex reasoning where Opus quality is needed

Drops nuance on highly complex legal, medical, or academic analysis tasks

Try instead: Claude Opus 4

Running locally

Closed source cloud-only model — no weights available for self-hosting

Try instead: Llama 3.3 70B

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Do Not Use For

On-device or edge deployment

Cloud-only closed model — cannot run without internet connection to Anthropic servers

Try instead: Phi-4, Gemma 3

Image generation

Text-only LLM with no image generation capabilities

Try instead: DALL-E 3

Technical Details

Pricing$3 / 1M input tokens, $15 / 1M output tokens
ParametersUndisclosed
detail.contextWindow1M tokens (128K max output)

Links