Loading...
    • Developer Guide
    • API Reference
    • MCP
    • Resources
    • Release Notes
    Search...
    ⌘K

    First steps

    Intro to ClaudeQuickstart

    Models & pricing

    Models overviewChoosing a modelWhat's new in Claude 4.5Migrating to Claude 4.5Model deprecationsPricing

    Build with Claude

    Features overviewUsing the Messages APIContext windowsPrompting best practices

    Capabilities

    Prompt cachingContext editingExtended thinkingStreaming MessagesBatch processingCitationsMultilingual supportToken countingEmbeddingsVisionPDF supportFiles APISearch resultsGoogle Sheets add-on

    Tools

    OverviewHow to implement tool useToken-efficient tool useFine-grained tool streamingBash toolCode execution toolComputer use toolText editor toolWeb fetch toolWeb search toolMemory tool

    Agent Skills

    OverviewQuickstartBest practicesUsing Skills with the API

    Agent SDK

    OverviewTypeScript SDKPython SDK

    Guides

    Streaming InputHandling PermissionsSession ManagementHosting the Agent SDKModifying system promptsMCP in the SDKCustom ToolsSubagents in the SDKSlash Commands in the SDKAgent Skills in the SDKTracking Costs and UsageTodo ListsPlugins in the SDK

    MCP in the API

    MCP connectorRemote MCP servers

    Claude on 3rd-party platforms

    Amazon BedrockVertex AI

    Prompt engineering

    OverviewPrompt generatorUse prompt templatesPrompt improverBe clear and directUse examples (multishot prompting)Let Claude think (CoT)Use XML tagsGive Claude a role (system prompts)Prefill Claude's responseChain complex promptsLong context tipsExtended thinking tips

    Test & evaluate

    Define success criteriaDevelop test casesUsing the Evaluation ToolReducing latency

    Strengthen guardrails

    Reduce hallucinationsIncrease output consistencyMitigate jailbreaksStreaming refusalsReduce prompt leakKeep Claude in character

    Administration and monitoring

    Admin API overviewUsage and Cost APIClaude Code Analytics API
    Console
    Models & pricing

    Models overview

    Claude is a family of state-of-the-art large language models developed by Anthropic. This guide introduces our models and compares their performance.

    Choosing a model

    If you're unsure which model to use, we recommend starting with Claude Sonnet 4.5. It offers the best balance of intelligence, speed, and cost for most use cases, with exceptional performance in coding and agentic tasks.

    All current Claude models support text and image input, text output, multilingual capabilities, and vision. Models are available via the Anthropic API, AWS Bedrock, and Google Vertex AI.

    Once you've picked a model, learn how to make your first API call.

    Latest models comparison

    FeatureClaude Sonnet 4.5Claude Haiku 4.5Claude Opus 4.1
    DescriptionOur smartest model for complex agents and codingOur fastest model with near-frontier intelligenceExceptional model for specialized reasoning tasks
    Claude API IDclaude-sonnet-4-5-20250929claude-haiku-4-5-20251001claude-opus-4-1-20250805
    Claude API alias1claude-sonnet-4-5claude-haiku-4-5claude-opus-4-1
    AWS Bedrock IDanthropic.claude-sonnet-4-5-20250929-v1:0anthropic.claude-haiku-4-5-20251001-v1:0anthropic.claude-opus-4-1-20250805-v1:0
    GCP Vertex AI IDclaude-sonnet-4-5@20250929claude-haiku-4-5@20251001claude-opus-4-1@20250805
    Pricing2$3 / input MTok
    $15 / output MTok
    $1 / input MTok
    $5 / output MTok
    $15 / input MTok
    $75 / output MTok
    Extended thinkingYesYesYes
    Priority TierYesYesYes
    Comparative latencyFastFastestModerate
    Context window /
    (beta)3
    Max output64K tokens64K tokens32K tokens
    Reliable knowledge cutoffJan 20254Feb 2025Jan 20254
    Training data cutoffJul 2025Jul 2025Mar 2025

    1 - Aliases automatically point to the most recent model snapshot. When we release new model snapshots, we migrate aliases to point to the newest version of a model, typically within a week of the new release. While aliases are useful for experimentation, we recommend using specific model versions (e.g., claude-sonnet-4-5-20250929) in production applications to ensure consistent behavior.

    2 - See our pricing page for complete pricing information including batch API discounts, prompt caching rates, extended thinking costs, and vision processing fees.

    3 - Claude Sonnet 4.5 supports a 1M token context window when using the context-1m-2025-08-07 beta header. Long context pricing applies to requests exceeding 200K tokens.

    4 - Reliable knowledge cutoff indicates the date through which a model's knowledge is most extensive and reliable. Training data cutoff is the broader date range of training data used. For example, Claude Sonnet 4.5 was trained on publicly available information through July 2025, but its knowledge is most extensive and reliable through January 2025. For more information, see Anthropic's Transparency Hub.

    Models with the same snapshot date (e.g., 20240620) are identical across all platforms and do not change. The snapshot date in the model name ensures consistency and allows developers to rely on stable performance across different environments.
    Starting with Claude Sonnet 4.5 and all future models, AWS Bedrock and Google Vertex AI offer two endpoint types: global endpoints (dynamic routing for maximum availability) and regional endpoints (guaranteed data routing through specific geographic regions). For more information, see the third-party platform pricing section.

    Prompt and output performance

    Claude 4 models excel in:

    • Performance: Top-tier results in reasoning, coding, multilingual tasks, long-context handling, honesty, and image processing. See the Claude 4 blog post for more information.

    • Engaging responses: Claude models are ideal for applications that require rich, human-like interactions.

      • If you prefer more concise responses, you can adjust your prompts to guide the model toward the desired output length. Refer to our prompt engineering guides for details.
      • For specific Claude 4 prompting best practices, see our Claude 4 best practices guide.
    • Output quality: When migrating from previous model generations to Claude 4, you may notice larger improvements in overall performance.

    Migrating to Claude 4.5

    If you're currently using Claude 3 models, we recommend migrating to Claude 4.5 to take advantage of improved intelligence and enhanced capabilities. For detailed migration instructions, see Migrating to Claude 4.5.

    Get started with Claude

    If you're ready to start exploring what Claude can do for you, let's dive in! Whether you're a developer looking to integrate Claude into your applications or a user wanting to experience the power of AI firsthand, we've got you covered.

    Looking to chat with Claude? Visit claude.ai!

    Intro to Claude

    Explore Claude's capabilities and development flow.

    Quickstart

    Learn how to make your first API call in minutes.

    Claude Console

    Craft and test powerful prompts directly in your browser.

    If you have any questions or need assistance, don't hesitate to reach out to our support team or consult the Discord community.

    • Choosing a model
    • Latest models comparison
    • Prompt and output performance
    • Migrating to Claude 4.5
    • Get started with Claude
    © 2025 ANTHROPIC PBC

    Products

    • Claude
    • Claude Code
    • Max plan
    • Team plan
    • Enterprise plan
    • Download app
    • Pricing
    • Log in

    Features

    • Claude and Slack
    • Claude in Excel

    Models

    • Opus
    • Sonnet
    • Haiku

    Solutions

    • AI agents
    • Code modernization
    • Coding
    • Customer support
    • Education
    • Financial services
    • Government
    • Life sciences

    Claude Developer Platform

    • Overview
    • Developer docs
    • Pricing
    • Amazon Bedrock
    • Google Cloud’s Vertex AI
    • Console login

    Learn

    • Blog
    • Catalog
    • Courses
    • Connectors
    • Customer stories
    • Engineering at Anthropic
    • Events
    • Powered by Claude
    • Service partners
    • Startups program

    Company

    • Anthropic
    • Careers
    • Economic Futures
    • Research
    • News
    • Responsible Scaling Policy
    • Security and compliance
    • Transparency

    Help and security

    • Availability
    • Status
    • Support center

    Terms and policies

    • Privacy policy
    • Responsible disclosure policy
    • Terms of service: Commercial
    • Terms of service: Consumer
    • Usage policy

    Products

    • Claude
    • Claude Code
    • Max plan
    • Team plan
    • Enterprise plan
    • Download app
    • Pricing
    • Log in

    Features

    • Claude and Slack
    • Claude in Excel

    Models

    • Opus
    • Sonnet
    • Haiku

    Solutions

    • AI agents
    • Code modernization
    • Coding
    • Customer support
    • Education
    • Financial services
    • Government
    • Life sciences

    Claude Developer Platform

    • Overview
    • Developer docs
    • Pricing
    • Amazon Bedrock
    • Google Cloud’s Vertex AI
    • Console login

    Learn

    • Blog
    • Catalog
    • Courses
    • Connectors
    • Customer stories
    • Engineering at Anthropic
    • Events
    • Powered by Claude
    • Service partners
    • Startups program

    Company

    • Anthropic
    • Careers
    • Economic Futures
    • Research
    • News
    • Responsible Scaling Policy
    • Security and compliance
    • Transparency

    Help and security

    • Availability
    • Status
    • Support center

    Terms and policies

    • Privacy policy
    • Responsible disclosure policy
    • Terms of service: Commercial
    • Terms of service: Consumer
    • Usage policy
    © 2025 ANTHROPIC PBC