Claude Sonnet 4 vs OpenAI o1
Performance benchmarks + pricing comparison — updated April 2026
Claude Sonnet 4
AnthropicAnthropic's balanced model for coding and general tasks. Best price-performance ratio in the Claude family.
| Input | $3.00/M |
| Output | $15.00/M |
| Context | 200K tokens |
| Best For | Day-to-day coding, code review, documentation |
| Benchmark | 78/100 |
OpenAI o1
OpenAIReasoning model optimized for complex problem-solving. Excels at math, science, and advanced coding.
| Input | $15.00/M |
| Output | $60.00/M |
| Context | 200K tokens |
| Best For | Complex math, advanced coding, scientific reasoning |
| Benchmark | 83/100 |
Benchmark Performance Comparison
Third-party benchmark scores — higher is better. Data sourced from SWE-bench, LiveCodeBench, HumanEval, and BigCodeBench.
| Benchmark | Claude Sonnet 4 | OpenAI o1 | Leader |
|---|---|---|---|
| Overall Score | 78 | 83 | o1 leads by 5pts |
| SWE-bench Verified | 74 | 80 | o1 leads by 6pts |
| LiveCodeBench | 82 | 84 | o1 leads by 2pts |
| HumanEval | 92 | 95 | o1 leads by 3pts |
| BigCodeBench | 64 | 73 | o1 leads by 9pts |
Cost Comparison by Scenario
Estimated cost per project with 30% cache hit rate. Actual costs may vary based on usage patterns.
| Scenario | Claude Sonnet 4 | OpenAI o1 | Savings |
|---|---|---|---|
| Small Script (1K lines) | $0.62 | $2.32 | Claude Sonnet 4 saves $1.71 (74%) |
| Medium Feature (10K lines) | $4.66 | $17.25 | Claude Sonnet 4 saves $12.59 (73%) |
| Large Project (50K lines) | $23.29 | $86.25 | Claude Sonnet 4 saves $62.96 (73%) |
| Code Review (5K lines) | $1.20 | $4.13 | Claude Sonnet 4 saves $2.92 (71%) |
Value Analysis (Price per Benchmark Score Point)
Lower is better — how much you pay for each point of benchmark performance.
| Model | Overall Score | Price per Score Point | Verdict |
|---|---|---|---|
| Claude Sonnet 4 | 78 | $0.038/pt | Better value |
| OpenAI o1 | 83 | $0.181/pt | Higher cost per point |
Claude Sonnet 4 delivers the best value at $0.038 per score point.
Strengths & Weaknesses
Claude Sonnet 4
- + Price-performance leader
- + Strong at web development
- + Excellent code review
- - Struggles with complex algorithms
- - Less consistent on system design
OpenAI o1
- + Strong step-by-step reasoning
- + Best at math-heavy coding
- - Expensive
- - Slow
Verdict
Claude Sonnet 4 is cheaper at $3.00/M, but OpenAI o1 scores higher on benchmarks (83 vs 78).
Choose Claude Sonnet 4 for cost-sensitive projects, OpenAI o1 when performance matters most.
Compare with Other Models
Claude Opus 4
AnthropicAnthropic's most powerful model. Best for complex reasoning and challenging coding tasks.
Claude 3.5 Sonnet
AnthropicPrevious generation Sonnet. Still excellent for coding tasks at the same price point.
Claude 3.5 Haiku
AnthropicFast, cost-effective model for high-volume tasks. Great for code review and simple queries.
Claude 3 Opus
AnthropicFirst generation Opus. Highest reasoning capability in the Claude 3 family.
Claude 3 Sonnet
AnthropicFirst generation Sonnet. Balanced performance for general tasks.
Claude 3 Haiku
AnthropicCheapest Claude model. Fast responses for simple tasks and basic coding.