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Performance

Claude Code Models: Choose the Right AI for Every Task

Master tactical model selection in Claude Code. Learn when to use Sonnet vs Opus for optimal performance and cost efficiency.

Problem: Developers waste money using Opus for everything, or struggle with Haiku when they need more power. Tactical model switching can optimize your usage costs by 60-80%.

Quick Win: Set Sonnet as your default model right now:

claude --model sonnet

This saves 80% on costs while maintaining excellent performance for 90% of development tasks.

The Smart Model Strategy

Most developers make a costly mistake: using one model for everything. Claude Code offers four models, each optimized for different scenarios. Strategic switching can reduce your usage costs by 80% while improving performance.

Sonnet: Your Daily Driver

Best for: 90% of development work

# Start Claude Code with Sonnet (usually the default)
claude --model sonnet

Perfect for:

  • Feature implementation and bug fixes
  • Code reviews and refactoring
  • API integration and database work
  • Writing tests and documentation

Why Sonnet wins: 90% of Opus capability at 2x the speed, rarely hits usage limits, ideal for pair programming workflow.

Opus: The Heavy Hitter

When to upgrade: Complex architectural decisions only

# Start with Opus for deep analysis sessions
claude --model opus

Use Opus for:

  • Large-scale refactoring across multiple systems
  • Complex debugging with intricate dependencies
  • Architectural decisions requiring deep reasoning
  • Advanced security reviews

Cost reality: 5x more expensive than Sonnet, but justified for tasks requiring maximum reasoning power.

Haiku: The Speed Demon

When to downgrade: Simple, repetitive tasks

# Fast and cheap for basic operations
claude --model haiku

Perfect for:

  • Simple file reads and formatting
  • Basic syntax validation
  • Quick status checks
  • Text transformations

Warning: Don't use Haiku for actual development. It struggles with complex logic and multi-file projects.

Tactical Model Switching

The ClaudeFast approach: Start with Sonnet, escalate when needed.

During Development Sessions

# Start your session with Sonnet
claude --model sonnet
 
# Mid-session: switch to Opus for complex refactoring
/model opus
 
# Back to Sonnet for regular work
/model sonnet
 
# Drop to Haiku for simple tasks
/model haiku

Cost Optimization Pattern

  1. Default: Sonnet for all standard development
  2. Escalate: Switch to Opus only when Sonnet struggles
  3. Delegate: Use Haiku for simple file operations
  4. Monitor: Track usage to optimize model selection

This approach can reduce costs by 60-80% compared to using Opus for everything.

Model Selection by Task Type

Code Analysis Speed Rankings

  1. Haiku: Instant but shallow analysis
  2. Sonnet: Fast with excellent depth
  3. Opus: Slower but deepest analysis

Reasoning Quality Rankings

  1. Opus: Superior for complex multi-step problems
  2. Sonnet: Excellent for most development scenarios
  3. Haiku: Basic reasoning only

Cost Efficiency Rankings

  1. Haiku: Cheapest per task (limited capability)
  2. Sonnet: Best performance per dollar
  3. Opus: Premium pricing for premium capability

Common Model Selection Mistakes

Mistake 1: Using Opus for everything

  • Problem: 5x higher costs with slower responses
  • Solution: Default to Sonnet, escalate selectively

Mistake 2: Staying on Haiku too long

  • Problem: Poor code quality, missed issues
  • Solution: Upgrade to Sonnet for any real development

Mistake 3: Not switching models mid-session

  • Problem: Using wrong model for current task
  • Solution: Use /model opus or /model sonnet to switch instantly

Quick Reference

Task TypeRecommended ModelWhy
Daily codingSonnetBest balance of speed and capability
Complex architectureOpusMaximum reasoning depth
Simple file opsHaikuFast and cheap
DebuggingStart Sonnet, escalate to Opus if stuckProgressive escalation

For beginners: Start with Sonnet to learn workflows.

For daily development: Sonnet as default with Opus for complex debugging.

For budget optimization: Strategic switching based on task complexity.

For learning: Check our configuration guide to set up model defaults.

Master model selection and you'll code faster while spending less. Most tasks need Sonnet's balanced power, not Opus's premium capabilities.

Next Action: Set up your optimal model configuration with our performance optimization guide, then learn advanced context management techniques.

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