Author's Description
GPT-5.1-Codex is a specialized version of GPT-5.1 optimized for software engineering and coding workflows. It is designed for both interactive development sessions and long, independent execution of complex engineering tasks....
Key Specifications
Supported Parameters
This model supports the following parameters:
Features
This model supports the following features:
Performance Summary
OpenAI's GPT-5.1-Codex demonstrates competitive response times, ranking in the 54th percentile across benchmarks, and offers moderate pricing, placing it in the 23rd percentile. Notably, it exhibits exceptional reliability with a 100% success rate, indicating minimal technical failures. The model excels in several areas, achieving perfect accuracy in Hallucinations (Baseline), General Knowledge (Baseline), and Ethics (Baseline) tests, often at a competitive price point and speed within those categories. Its specialized coding capabilities are evident with a strong 95.0% accuracy in the Coding (Baseline) benchmark, placing it in the 91st percentile. Instruction Following (Baseline) is also a significant strength, with 85.9% accuracy (94th percentile). While strong in Reasoning (92.0% accuracy) and Mathematics (93.0% accuracy), its Email Classification (98.0% accuracy) performance, though high, is closer to the average for its category (58th percentile). Overall, GPT-5.1-Codex is a highly reliable and accurate model, particularly strong in coding, general knowledge, and ethical reasoning, making it well-suited for its intended agentic coding applications.
Model Pricing
Current Pricing
| Feature | Price (per 1M tokens) |
|---|---|
| Prompt | $1.25 |
| Completion | $10 |
| Input Cache Read | $0.125 |
| Web Search | $10000 |
Price History
Available Endpoints
| Provider | Endpoint Name | Context Length | Pricing (Input) | Pricing (Output) |
|---|---|---|---|---|
|
OpenAI
|
OpenAI | openai/gpt-5.1-codex-20251113 | 400K | $1.25 / 1M tokens | $10 / 1M tokens |
|
Azure
|
Azure | openai/gpt-5.1-codex-20251113 | 400K | $1.25 / 1M tokens | $10 / 1M tokens |
Benchmark Results
| Benchmark | Category | Reasoning | Strategy | Free | Executions | Accuracy | Cost | Duration |
|---|
Other Models by openai
|
|
Released | Params | Context |
|
Speed | Ability | Cost |
|---|---|---|---|---|---|---|---|
| OpenAI: GPT Chat Latest Unavailable | May 05, 2026 | — | 400K |
Image input
File input
Text input
Text output
|
★★★★★ | ★★★★★ | +$$$$$ |
| OpenAI: GPT Chat Latest | May 05, 2026 | — | 400K |
Image input
File input
Text input
Text output
|
★★★★★ | ★★★★★ | +$$$$$ |
| OpenAI: Whisper 1 Unavailable | Apr 27, 2026 | — | 0 |
Audio input
Text output
|
— | — | +$$$$$ |
| OpenAI: GPT-5.5 Pro Unavailable | Apr 24, 2026 | — | 1M |
Image input
File input
Text input
Text output
|
— | — | +$$$$$ |
| OpenAI: GPT-5.5 Pro | Apr 24, 2026 | — | 1M |
Image input
File input
Text input
Text output
|
— | — | +$$$$$ |
| OpenAI: GPT-5.5 Unavailable | Apr 24, 2026 | — | 1M |
Image input
File input
Text input
Text output
|
★★★★ | ★★★★★ | +$$$$$ |
| OpenAI: GPT-5.5 | Apr 24, 2026 | — | 1M |
Image input
File input
Text input
Text output
|
★★★★ | ★★★★★ | +$$$$$ |
| OpenAI: GPT-5.4 Image 2 | Apr 21, 2026 | — | 272K |
Image input
File input
Text input
Image output
Text output
|
★★★★★ | ★★★★ | +$$$$$ |
| OpenAI: GPT-5.4 Nano | Mar 17, 2026 | — | 400K |
Image input
File input
Text input
Text output
|
★★★★★ | ★★ | $$ |
| OpenAI: GPT-5.4 Mini | Mar 17, 2026 | — | 400K |
Image input
File input
Text input
Text output
|
★★★★★ | ★★★★ | $$$$ |
| OpenAI: GPT-5.4 Pro Unavailable | Mar 05, 2026 | — | 1M |
Image input
File input
Text input
Text output
|
— | — | +$$$$$ |
| OpenAI: GPT-5.4 Pro | Mar 05, 2026 | — | 1M |
Image input
File input
Text input
Text output
|
— | — | +$$$$$ |
| OpenAI: GPT-5.4 Unavailable | Mar 05, 2026 | — | 1M |
Image input
File input
Text input
Text output
|
★★★★★ | ★★★★★ | $$$$ |
| OpenAI: GPT-5.4 | Mar 05, 2026 | — | 1M |
Image input
File input
Text input
Text output
|
★★★★★ | ★★★★★ | $$$$ |
| OpenAI: GPT-5.3 Chat Unavailable | Mar 03, 2026 | — | 128K |
Image input
File input
Text input
Text output
|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.3 Chat | Mar 03, 2026 | — | 128K |
Image input
File input
Text input
Text output
|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.3-Codex | Feb 24, 2026 | — | 400K |
Image input
File input
Text input
Text output
|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT Audio | Jan 19, 2026 | — | 128K |
Text input
Audio input
Text output
Audio output
|
— | — | $$$$$ |
| OpenAI: GPT Audio Mini | Jan 19, 2026 | — | 128K |
Text input
Audio input
Text output
Audio output
|
— | — | $$$$$ |
| OpenAI: GPT-5.2-Codex | Jan 14, 2026 | — | 400K |
Image input
Text input
Text output
|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.2 Chat | Dec 10, 2025 | — | 128K |
Image input
File input
Text input
Text output
|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.2 Pro | Dec 10, 2025 | — | 400K |
Image input
File input
Text input
Text output
|
— | — | +$$$$$ |
| OpenAI: GPT-5.2 | Dec 10, 2025 | — | 400K |
Image input
File input
Text input
Text output
|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.1-Codex-Max | Dec 04, 2025 | — | 400K |
Image input
Text input
Text output
|
★★ | ★★★★ | $$$$$ |
| OpenAI: GPT-5.1 | Nov 13, 2025 | — | 400K |
Image input
File input
Text input
Text output
|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.1 Chat | Nov 13, 2025 | — | 128K |
Image input
File input
Text input
Text output
|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5.1-Codex-Mini | Nov 13, 2025 | — | 400K |
Image input
Text input
Text output
|
★★★★ | ★★★★★ | $$$$$ |
| OpenAI: Text Embedding 3 Large Unavailable | Oct 30, 2025 | — | 8K |
Text input
Text output
|
— | — | $ |
| OpenAI: gpt-oss-safeguard-20b | Oct 29, 2025 | 20B | 131K |
Text input
Text output
|
★★★★★ | ★★★★ | $$$ |
| OpenAI: GPT-5 Image Mini | Oct 16, 2025 | — | 400K |
Image input
File input
Text input
Image output
Text output
|
— | — | $$$$$ |
| OpenAI: GPT-5 Image | Oct 14, 2025 | — | 400K |
Image input
File input
Text input
Image output
Text output
|
— | — | $$$$$ |
| OpenAI: o3 Deep Research | Oct 10, 2025 | ~400B | 200K |
Image input
File input
Text input
Text output
|
— | — | +$$$$$ |
| OpenAI: o4 Mini Deep Research | Oct 10, 2025 | — | 200K |
Image input
File input
Text input
Text output
|
— | — | $$$$$ |
| OpenAI: GPT-5 Pro | Oct 06, 2025 | — | 400K |
Image input
File input
Text input
Text output
|
— | — | +$$$$$ |
| OpenAI: GPT-5 Codex | Sep 23, 2025 | — | 400K |
Image input
Text input
Text output
|
★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-4o Audio | Aug 14, 2025 | ~200B | 128K |
Audio input
Text input
Text output
Audio output
|
— | — | $$$$$ |
| OpenAI: GPT-5 Chat | Aug 07, 2025 | — | 128K |
Image input
File input
Text input
Text output
|
★★★★★ | ★★★★ | $$$$ |
| OpenAI: GPT-5 | Aug 07, 2025 | — | 400K |
Image input
File input
Text input
Text output
|
★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-5 Mini | Aug 07, 2025 | — | 400K |
Image input
File input
Text input
Text output
|
★★★ | ★★★★★ | $$$$ |
| OpenAI: GPT-5 Nano | Aug 07, 2025 | — | 400K |
Image input
File input
Text input
Text output
|
★★★ | ★★★★★ | $$$ |
| OpenAI: gpt-oss-120b | Aug 05, 2025 | 120B | 131K |
Text input
Text output
|
★★★ | ★★★★ | $$$ |
| OpenAI: gpt-oss-120b (exacto) Unavailable | Aug 05, 2025 | 120B | 131K |
Text input
Text output
|
— | — | $$ |
| OpenAI: gpt-oss-20b | Aug 05, 2025 | 20B | 131K |
Text input
Text output
|
★★ | ★★★ | $$ |
| OpenAI: o3 Pro | Jun 10, 2025 | ~400B | 200K |
Image input
File input
Text input
Text output
|
— | — | +$$$$$ |
| OpenAI: Codex Mini Unavailable | May 16, 2025 | — | 200K |
Image input
Text input
Text output
|
★★★ | ★★★★ | $$$$$ |
| OpenAI: o4 Mini High | Apr 16, 2025 | — | 200K |
Image input
File input
Text input
Text output
|
★★ | ★★★ | $$$$$ |
| OpenAI: o3 | Apr 16, 2025 | ~400B | 200K |
Image input
File input
Text input
Text output
|
★★ | ★★★★★ | $$$$$ |
| OpenAI: o4 Mini | Apr 16, 2025 | — | 200K |
Image input
File input
Text input
Text output
|
★★★ | ★★★★ | $$$$$ |
| OpenAI: GPT-4.1 | Apr 14, 2025 | ~1.8T | 1M |
Image input
File input
Text input
Text output
|
★★★★★ | ★★★★ | $$$$ |
| OpenAI: GPT-4.1 Mini | Apr 14, 2025 | ~300B | 1M |
Image input
File input
Text input
Text output
|
★★★★ | ★★★ | $$$ |
| OpenAI: GPT-4.1 Nano | Apr 14, 2025 | ~50B | 1M |
Image input
File input
Text input
Text output
|
★★★★★ | ★★★ | $$ |
| OpenAI: o1-pro | Mar 19, 2025 | 300B | 200K |
Image input
File input
Text input
Text output
|
★ | ★★★ | +$$$$$ |
| OpenAI: GPT-4o-mini Search Preview | Mar 12, 2025 | ~8B | 128K |
Text input
Text output
|
★★★★ | ★★ | $$ |
| OpenAI: GPT-4o Search Preview | Mar 12, 2025 | ~200B | 128K |
Text input
Text output
|
★★★ | ★★★ | $$$$$ |
| OpenAI: GPT-4.5 (Preview) Unavailable | Feb 27, 2025 | ~12.8T | 128K |
Image input
Text input
Text output
|
★★★★★ | ★★★★★ | +$$$$$ |
| OpenAI: o3 Mini High | Feb 12, 2025 | 200B | 200K |
File input
Text input
Text output
|
★★ | ★★★★ | $$$$$ |
| OpenAI: o3 Mini | Jan 31, 2025 | 200B | 200K |
File input
Text input
Text output
|
★★★ | ★★★★ | $$$$$ |
| OpenAI: o1 | Dec 17, 2024 | 300B | 200K |
Image input
File input
Text input
Text output
|
★★ | ★★★★★ | +$$$$$ |
| OpenAI: GPT-4o (2024-11-20) | Nov 20, 2024 | ~200B | 128K |
Image input
File input
Text input
Text output
|
★★★★★ | ★★★★ | $$$$$ |
| OpenAI: o1-mini Unavailable | Sep 11, 2024 | ~100B | 128K |
Text input
Text output
|
— | ★ | $$$$$ |
| OpenAI: o1-preview Unavailable | Sep 11, 2024 | 300B | 128K |
Text input
Text output
|
★★ | ★★★★★ | +$$$$$ |
| OpenAI: o1-preview (2024-09-12) Unavailable | Sep 11, 2024 | 300B | 128K |
Text input
Text output
|
★★ | ★★★★★ | +$$$$$ |
| OpenAI: o1-mini (2024-09-12) Unavailable | Sep 11, 2024 | ~100B | 128K |
Text input
Text output
|
— | ★ | $$$$$ |
| OpenAI: ChatGPT-4o Unavailable | Aug 13, 2024 | ~200B | 128K |
Image input
Text input
Text output
|
★★★★★ | ★★ | $$$$$ |
| OpenAI: GPT-4o (2024-08-06) | Aug 05, 2024 | ~200B | 128K |
Image input
File input
Text input
Text output
|
★★★★★ | ★★★★ | $$$$$ |
| OpenAI: GPT-4o-mini | Jul 17, 2024 | ~8B | 128K |
Image input
File input
Text input
Text output
|
★★★★★ | ★★★ | $$ |
| OpenAI: GPT-4o-mini (2024-07-18) | Jul 17, 2024 | ~8B | 128K |
Image input
File input
Text input
Text output
|
★★★★★ | ★★★ | $$ |
| OpenAI: GPT-4o | May 12, 2024 | ~200B | 128K |
Image input
File input
Text input
Text output
|
★★★★ | ★★★★ | $$$$$ |
| OpenAI: GPT-4o (extended) Unavailable | May 12, 2024 | ~200B | 128K |
Image input
File input
Text input
Text output
|
★★★★★ | ★★ | +$$$$$ |
| OpenAI: GPT-4o (2024-05-13) | May 12, 2024 | ~200B | 128K |
Image input
File input
Text input
Text output
|
★★★★★ | ★★★ | $$$$$ |
| OpenAI: GPT-4 Turbo | Apr 08, 2024 | — | 128K |
Image input
Text input
Text output
|
★★★★ | ★★★★ | +$$$$$ |
| OpenAI: GPT-3.5 Turbo (older v0613) | Jan 24, 2024 | 175B | 4K |
Text input
Text output
|
★★★★★ | ★ | $$$ |
| OpenAI: GPT-4 Turbo Preview | Jan 24, 2024 | — | 128K |
Text input
Text output
|
★★★★ | ★★ | +$$$$$ |
| OpenAI: GPT-3.5 Turbo 16k (older v1106) Unavailable | Nov 05, 2023 | 175B | 16K |
Text input
Text output
|
— | — | $$$$$ |
| OpenAI: GPT-4 Turbo (older v1106) | Nov 05, 2023 | — | 128K |
Text input
Text output
|
★★★★ | ★★★ | +$$$$$ |
| OpenAI: GPT-3.5 Turbo Instruct | Sep 27, 2023 | 175B | 4K |
Text input
Text output
|
★★★★★ | ★★ | $$$$ |
| OpenAI: GPT-3.5 Turbo 16k | Aug 27, 2023 | 175B | 16K |
Text input
Text output
|
★★★★★ | ★★★★★ | $$$$$ |
| OpenAI: GPT-3.5 Turbo 16k Unavailable | May 27, 2023 | 175B | 16K |
Text input
Text output
|
— | — | $$$$ |
| OpenAI: GPT-3.5 Turbo | May 27, 2023 | 175B | 16K |
Text input
Text output
|
— | — | $$$$ |
| OpenAI: GPT-4 | May 27, 2023 | — | 8K |
Text input
Text output
|
★★★ | ★★ | +$$$$$ |
| OpenAI: GPT-4 (older v0314) | May 27, 2023 | — | 8K |
Text input
Text output
|
★★★★ | ★ | +$$$$$ |