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When to Use Claude Opus vs Sonnet for Coding Tasks?

I burned through $600 in a month building a simple HTML application with Claude Opus 4.6 and extended thinking. Turns out, I was using a sledgehammer to hang a picture frame.

The Reddit community set me straight: Sonnet handles most coding work at 60% of the cost. Here’s what I learned about picking the right model.

The Expensive Mistake

I enabled extended thinking mode by default. I thought more thinking = better code. Wrong.

My monthly burn rate
┌─────────────────────────────────────────────┐
│ Opus 4.6 + Extended Thinking │
│ ████████████████████████████████ $600/mo │
│ │
│ What I should have used: │
│ Sonnet 4.6 │
│ ███████████████████ $360/mo │
│ │
│ Savings: $240/month (40%) │
└─────────────────────────────────────────────┘

For an HTML app. A simple HTML app.

The Real Difference

Sonnet isn’t “worse” - it’s just optimized for different tasks.

Model comparison
┌────────────────┬─────────────────┬─────────────────┐
│ │ Opus 4.6 │ Sonnet 4.6 │
├────────────────┼─────────────────┼─────────────────┤
│ Cost │ Higher │ ~60% of Opus │
│ Speed │ Slower │ Faster │
│ Reasoning │ Deep │ Good enough │
│ Best for │ Complex problems│ Most coding │
└────────────────┴─────────────────┴─────────────────┘

Anthropic’s Claude Code tool defaults to Sonnet. That’s not accidental - it’s a signal.

When to Use Each Model

I made a simple decision tree:

Model selection flow
START
Is this routine work?
(HTML, CSS, components,
APIs, bug fixes)
┌────────┴────────┐
YES NO
│ │
▼ ▼
USE SONNET Architectural
decision?
┌────────┴────────┐
YES NO
│ │
▼ ▼
USE OPUS Sonnet failed?
┌────────┴────────┐
YES NO
│ │
▼ ▼
ESCALATE TRY SONNET
TO OPUS FIRST

Task-by-Task Guide

Here’s what I use now:

Model selection by task type
┌─────────────────────┬──────────┬───────────────────┐
│ Task │ Model │ Why │
├─────────────────────┼──────────┼───────────────────┤
│ HTML/CSS layouts │ Sonnet │ Routine patterns │
│ React/Vue components │ Sonnet │ Standard UI │
│ API implementation │ Sonnet │ Well-defined │
│ Code refactoring │ Sonnet │ Pattern-based │
│ Writing tests │ Sonnet │ Generation task │
│ Documentation │ Sonnet │ Summarization │
├─────────────────────┼──────────┼───────────────────┤
│ Architecture design │ Opus │ Multi-system │
│ Complex debugging │ Opus │ Race conditions │
│ Novel algorithms │ Opus │ Deep reasoning │
│ Security analysis │ Opus │ Critical thinking │
└─────────────────────┴──────────┴───────────────────┘

Extended Thinking: When It Actually Helps

Extended thinking isn’t magic. It’s expensive reasoning time.

Extended thinking ROI
┌────────────────────────────────────────────────────┐
│ GOOD USE CASES: │
│ ✓ Debugging memory leaks │
│ ✓ Designing system architecture │
│ ✓ Analyzing security vulnerabilities │
│ ✓ Solving novel algorithm problems │
│ │
│ WASTE OF MONEY: │
│ ✗ Building HTML layouts │
│ ✗ Writing React components │
│ ✗ Standard API CRUD │
│ ✗ Code formatting/refactoring │
└────────────────────────────────────────────────────┘

The Trial-and-Error Process

I tested both models on the same task. Results:

My real-world test
Task: Build a responsive navbar component
┌─────────────────┬──────────────┬──────────────┐
│ │ Opus 4.6 │ Sonnet 4.6 │
├─────────────────┼──────────────┼──────────────┤
│ Code quality │ Same │ Same │
│ Time to finish │ Slower │ Faster │
│ Cost │ $0.12 │ $0.07 │
│ Did it work? │ Yes │ Yes │
└─────────────────┴──────────────┴──────────────┘
Verdict: No difference in quality. Sonnet was cheaper AND faster.

Common Mistakes I Made

  1. Defaulting to “best” model - Higher cost doesn’t mean better results for everything
  2. Extended thinking always on - Only useful for genuinely hard problems
  3. Not testing Sonnet first - Should be the default starting point
  4. Ignoring Claude Code’s defaults - They chose Sonnet for a reason

The Practical Approach

Now I follow this rule:

My new workflow
1. Start with Sonnet
2. If Sonnet struggles after 2-3 attempts → try Opus
3. If it's a hard problem → Opus + extended thinking
4. If it's frontend/routine → Sonnet, always
Result: My monthly cost dropped from $600 to ~$250
Quality: No noticeable difference
Speed: Actually faster (Sonnet responds quicker)

The Bottom Line

Start with Sonnet. It handles 90% of coding tasks just fine. Only reach for Opus when:

  • You’re designing system architecture
  • Debugging complex race conditions
  • Working on novel algorithms
  • Sonnet explicitly fails

Extended thinking is for the hardest problems, not for HTML apps.

Final Words + More Resources

My intention with this article was to help others share my knowledge and experience. If you want to contact me, you can contact by email: Email me

Here are also the most important links from this article along with some further resources that will help you in this scope:

Oh, and if you found these resources useful, don’t forget to support me by starring the repo on GitHub!

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