head-to-head
OpenAI: GPT-5.3-Codex vs Anthropic: Claude Sonnet 4.6
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.
| OpenAI: GPT-5.3-Codex | Anthropic: Claude Sonnet 4.6 | |
|---|---|---|
| Vendor | openai | anthropic |
| Quality Score | 100 | 100 |
| Benchmark Score | 53.3 | 69.7 |
| Input Price | $1.75/M | $3.00/M |
| Output Price | $14.00/M | $15.00/M |
| Context Window | 400,000 | 1,000,000 |
| Max Output | 128,000 | 128,000 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | - |
| Benchmark Scores | ||
| ai_index | 53.6 | 49.6 |
| aider_polyglot | - | 61.3 |
| eqbench | - | 80.0 |
Who wins by task?
| Task | OpenAI: GPT-5.3-Codex | Anthropic: Claude Sonnet 4.6 |
|---|---|---|
| SQL Generation | 138 | 154 |
| Code Review | 142 | 161 |
| Code Completion | 117 | 120 |
| Code Refactoring | 144 | 162 |
| Bug Fixing | 146 | 166 |
| Unit Test Generation | 130 | 144 |
| Code Documentation | 133 | 142 |
| Regex Writing | 122 | 129 |
| CI/CD Pipelines | 126 | 138 |
| Frontend Component Design | 128 | 137 |
| Data Analysis | 132 | 147 |
| CSV / Spreadsheet Cleanup | 134 | 145 |
| ETL Scripting | 135 | 150 |
| JSON Extraction | 120 | 125 |
| Bulk Data Labeling | 117 | 118 |
| OCR / Document Parsing | 133 | 140 |
| Table Extraction from PDFs | 133 | 140 |
| Long-Document Summarization | 145 | 161 |
| Short-Form Summarization | 115 | 118 |
| Blog Post Writing | 126 | 137 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →
Related comparisons
Anthropic: Claude Haiku Latest vs OpenAI: GPT-5.3-Codex
Anthropic: Claude Sonnet Latest vs Anthropic: Claude Sonnet 4.6
Anthropic: Claude Sonnet Latest vs OpenAI: GPT-5.3-Codex
ByteDance Seed: Seed-2.0-Lite vs Anthropic: Claude Sonnet 4.6
ByteDance Seed: Seed-2.0-Lite vs OpenAI: GPT-5.3-Codex
ByteDance Seed: Seed-2.0-Mini vs OpenAI: GPT-5.3-Codex
Google: Gemini 3.1 Flash Lite Preview vs Anthropic: Claude Sonnet 4.6
Google: Gemini 3.1 Flash Lite Preview vs OpenAI: GPT-5.3-Codex