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OpenAI
GPT 5.3 Codex
$ 
The gpt-5.3-codex/text-to-text model represents the pinnacle of agentic text and code generation. Built on the revolutionary Responses API framework, this model transcends traditional chat completions by offering native multi-turn state management and integrated tool use. Whether you are automating complex software refactoring or building high-fidelity reasoning agents, gpt-5.3-codex/text-to-text delivers a 30% improvement in logic consistency over previous iterations. On GPT Proto, developers gain access to this powerhouse with optimized prompt caching and a transparent 'Add Funds' billing system that ensures maximum ROI for enterprise-scale deployments.

Modalities

Input: TextInput: ImageInput: Document
Output: Text

/

Context

API Usage Examples
$ 
curl --request POST "https://gptproto.com/v1/chat/completions" \
  --header "Authorization: Bearer $GPTPROTO_API_KEY" \
  --header "Content-Type: application/json" \
  --data '{
    "model": "gpt-5.3-codex",
    "messages": [
      {
        "role": "user",
        "content": "Hello"
      }
    ]
  }'
GPT 5.3 Codex pricing

Estimate a request with real work scenarios. GPTProto token pricing is 30% below official rates.

UsageQuantityRateCost
tokens
$1.225/1M$0.0018
tokens
$9.8/1M$0.0078
tokens
$0.1225/1M$0.0003
tokens
$0.1225/1M$0.003
Cost per request$0.0131
Requests
Top-up amount

Top-up $100 and you get:

1.

Top-up credits with permanent validity. You will receive a total of $100.00.

2.

Additional 30% model discount, saving $42.853 versus direct official OpenAI API calls.

Related Models
All Models
GPT 5.3 Codex
Current
$ 
byOpenAI400K context$1.225/M input$9.8/M output
Gemini 3.8 Flash
$ 
byGoogle1.05M context$0.9/M input$4.5/M output
Claude Fable 5.1
$ 
byClaude1M context$9/M input$45/M output
Qwen3.8 Max 0902
$ 
byQwen$1.8/M input$5.4/M output
GLM 5.3 Flash
$ 
byZ-AI1.31M context$0.15/M input$0.5/M output
DeepSeek v4 Flash Vision Exp
$ 
byDeepSeek1.05M context$0.44/M input$1.32/M output
GLM 5.3
$ 
byZ-AI1.31M context$1.26/M input$3.96/M output
Gemini 3.7 Flash
$ 
byGoogle1.05M context$0.9/M input$4.5/M output
Grok 4.6
$ 
byGrok500K context$1.2/M input$3.6/M output
Qwen3.8 Max
$ 
byQwen1M context$1.8/M input$5.4/M output
Claude Opus 5
$ 
byClaude1M context$4.5/M input$22.5/M output
Gemini 3.6 Flash
$ 
byGoogle1.05M context$0.9/M input$4.5/M output
Kimi K3
$ 
byMoonshotAI1.05M context$2.7/M input$13.5/M output
GPT 5.6 Luna
$ 
byOpenAI1.05M context$0.16/M input$0.96/M output
GPT 5.6 Terra
$ 
byOpenAI1.05M context$1.6/M input$9.6/M output
GPT 5.6 Sol
$ 
byOpenAI1.05M context$3.2/M input$16/M output
Grok 4.5
$ 
byGrok500K context$1.2/M input$3.6/M output
Claude Sonnet 5
$ 
byClaude1M context$1.8/M input$9/M output
MiniMax M3
$ 
byMiniMax1.05M context$0.48/M input$0.96/M output
GLM 5.2
$ 
byZ-AI1.05M context$1.26/M input$3.96/M output
GPT 5.1 Chat Latest
$ 
byOpenAI$1/M input$8/M output
Qwen3.7 Max
$ 
byQwen1M context$0.36/M input$1.44/M output
DeepSeek v4 Flash
$ 
byDeepSeek1.05M context$0.44/M input$1.32/M output
DeepSeek v4 Pro
$ 
byDeepSeek1.05M context$1.32/M input$3.96/M output
Grok 4.3
$ 
byGrok1M context$0.75/M input$1.5/M output
GPT 5.4 Pro
$ 
byOpenAI1.05M context$24/M input$144/M output
GPT 5.5 Pro
$ 
byOpenAI1.05M context$24/M input$144/M output
Kimi K2.6
$ 
byMoonshotAI262K context$0.855/M input$3.6/M output
MiniMax M2.5
$ 
byMiniMax205K context$0.24/M input$0.96/M output
Kimi K2.5
$ 
byMoonshotAI262K context$0.54/M input$2.7/M output
Doubao Seed 1.6 Thinking (Build 250715)
$ 
byBytedance262K context$0.0971/M input$0.9714/M output
Doubao Seed 1.6 Thinking (Build 250615)
$ 
byBytedance262K context$0.0971/M input$0.9714/M output
Doubao Seed 1.6 Flash (Build 250615)
$ 
byBytedance262K context$0.0182/M input$0.1821/M output
ModelInput → Output
GPT 5.3 CodexCurrent
$ 
400K$1.23 / $9.80 per 1M$0.12 / $0.12 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.8 Flash
$ 
1.05M$0.90 / $4.50 per 1M$0.60 / $0.09 per 1M
Input: TextInput: ImageInput: VideoInput: DocumentInput: Audio
Output: Text
Claude Fable 5.1
$ 
1M$9.00 / $45.00 per 1M$11.25 / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Qwen3.8 Max 0902
$ 
—$1.80 / $5.40 per 1M$2.25 / $0.23 per 1M
Input: TextInput: ImageInput: VideoInput: DocumentInput: Audio
Output: Text
GLM 5.3 Flash
$ 
—1.31M$0.15 / $0.50 per 1M— / $0.03 per 1M
Input: TextInput: ImageInput: VideoInput: Document
Output: Text
DeepSeek v4 Flash Vision Exp
$ 
—1.05M$0.44 / $1.32 per 1M— / $0.01 per 1M
Input: TextInput: Image
Output: Text
GLM 5.3
$ 
1.31M$1.26 / $3.96 per 1M— / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.7 Flash
$ 
1.05M$0.90 / $4.50 per 1M$0.60 / $0.09 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.6
$ 
500K$1.20 / $3.60 per 1M— / $0.30 per 1M
Input: TextInput: Image
Output: Text
Qwen3.8 Max
$ 
1M$1.80 / $5.40 per 1M$2.25 / $0.23 per 1M
Input: TextInput: ImageInput: VideoInput: Document
Output: Text
Claude Opus 5
$ 
1M$4.50 / $22.50 per 1M$5.63 / $0.45 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.6 Flash
$ 
1.05M$0.90 / $4.50 per 1M$0.60 / $0.09 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Kimi K3
$ 
1.05M$2.70 / $13.50 per 1M$0.27 / $0.27 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Luna
$ 
1.05M$0.16 / $0.96 per 1M$0.20 / $0.02 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Terra
$ 
1.05M$1.60 / $9.60 per 1M$2.00 / $0.16 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Sol
$ 
1.05M$3.20 / $16.00 per 1M$4.00 / $0.32 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.5
$ 
500K$1.20 / $3.60 per 1M$0.30 / $0.30 per 1M
Input: TextInput: Image
Output: Text
Claude Sonnet 5
$ 
1M$1.80 / $9.00 per 1M$2.25 / $0.18 per 1M
Input: TextInput: Document
Output: Text
MiniMax M3
$ 
1.05M$0.48 / $0.96 per 1M$0.10 / $0.10 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GLM 5.2
$ 
1.05M$1.26 / $3.96 per 1M$0.23 / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.1 Chat Latest
$ 
—$1.00 / $8.00 per 1M$0.10 / $0.10 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Qwen3.7 Max
$ 
1M$0.36 / $1.44 per 1M$0.07 / $0.07 per 1M
Input: TextInput: Document
Output: Text
DeepSeek v4 Flash
$ 
—1.05M$0.44 / $1.32 per 1M— / $0.01 per 1M
Input: Text
Output: Text
DeepSeek v4 Pro
$ 
—1.05M$1.32 / $3.96 per 1M— / $0.04 per 1M
Input: Text
Output: Text
Grok 4.3
$ 
1M$0.75 / $1.50 per 1M$0.12 / $0.12 per 1M
Input: TextInput: Image
Output: Text
GPT 5.4 Pro
$ 
1.05M$24.00 / $144.00 per 1M—
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.5 Pro
$ 
1.05M$24.00 / $144.00 per 1M—
Input: TextInput: ImageInput: Document
Output: Text
Kimi K2.6
$ 
262K$0.85 / $3.60 per 1M$0.14 / $0.14 per 1M
Input: TextInput: Document
Output: Text
MiniMax M2.5
$ 
205K$0.24 / $0.96 per 1M$0.30 / $0.02 per 1M
Input: TextInput: Document
Output: Text
Kimi K2.5
$ 
262K$0.54 / $2.70 per 1M$0.09 / $0.09 per 1M
Input: TextInput: Document
Output: Text
Doubao Seed 1.6 Thinking (Build 250715)
$ 
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Thinking (Build 250615)
$ 
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Flash (Build 250615)
$ 
262K$0.02 / $0.18 per 1M—
Input: TextInput: Image
Output: Text

Unlock gpt-5.3-codex API: Superior Text-to-Text Precision on GPT Proto

Welcome to the future of intelligent automation. The gpt-5.3-codex model represents a monumental leap in text generation, logic reasoning, and complex problem-solving. By integrating this cutting-edge engine through the Responses API, developers and businesses can now achieve unprecedented accuracy and speed. Experience the most stable and feature-rich implementation of this model today. You can explore our full range of supported technologies and browse all models to find the perfect fit for your specific project requirements.

Revolutionizing Your Workflow with Specialized gpt-5.3-codex Intelligence

The gpt-5.3-codex on GPT Proto is not just another language model; it is a specialized reasoning engine designed to handle the most demanding text-to-text tasks with surgical precision. Unlike traditional models that struggle with long-form consistency, gpt-5.3-codex leverages a new primitive known as the Responses API. This evolution allows for better performance across the board, showing significant improvements in industry benchmarks like SWE-bench. When you utilize this model on GPT Proto, you are accessing an agentic loop capable of calling multiple tools—such as web search, file search, and custom functions—within a single request. This means your applications can move beyond simple chat boxes and become truly autonomous assistants that understand context, intent, and structural requirements with ease.

Master Complex Logic and Structural Accuracy in Every Generated Response

One of the standout features of gpt-5.3-codex on GPT Proto is its ability to maintain "Stateful Context." By setting specific parameters, the model can preserve reasoning and tool context from one interaction to the next. For white-label users and beginners, this means you no longer have to manually feed the entire conversation history back into the API for every turn. The system remembers previous logic steps, ensuring that complex instructions—such as generating code, legal documents, or intricate creative writing—stay aligned with your original goals. This deep reasoning capability is enhanced by improved cache utilization, which can lead to a 40% to 80% improvement in processing efficiency compared to older generations, making your integration on GPT Proto both faster and more reliable.

Seamless Multimodal Integration for Next-Generation Agentic Performance

The gpt-5.3-codex model thrives in environments where text must interact with other data types. Whether you are performing file searches through massive datasets or using web search to ground your text in real-time facts, this model handles the complexity natively. On GPT Proto, we provide the infrastructure to support these "Agentic" behaviors by default. This allows the model to act as a central hub for your business logic, synthesizing information from various sources and outputting refined, high-quality text that requires minimal human editing. The native multimodal support ensures that whether your input is a simple string or a complex list of messages, the output remains consistent and structured according to your exact specifications.

"The integration of gpt-5.3-codex via the Responses API on GPT Proto marks the transition from simple AI completions to truly autonomous, reasoning agents that redefine what is possible in text-to-text applications."

Optimized Integration and Reliable Performance for gpt-5.3-codex API

Stability is the cornerstone of any successful API integration. When you choose to deploy gpt-5.3-codex on GPT Proto, you benefit from an enterprise-grade infrastructure designed for high-concurrency and low-latency. Our platform ensures that your calls to the Responses API are handled with priority, utilizing advanced prompt caching to keep costs down while maintaining blistering response times. We provide comprehensive documentation to guide you through every step of the process, from initial authentication to advanced function calling and structured outputs. To get started with your technical setup, please visit our official API documentation for a deep dive into endpoints and best practices.

Feature Standard Models gpt-5.3-codex on GPT Proto
Reasoning Depth Basic Semantic Matching Advanced Logic & Multi-step Reasoning
Response Speed Variable Latency Optimized Caching (40%-80% faster)
Tool Usage Manual Function Chaining Native Agentic Loops & Tool Calls
Cost Efficiency Standard Token Billing High Utilization & Transparent Pricing

Start Building Today with Transparent Pricing and Easy Fund Management

At GPT Proto, we believe in providing a frictionless experience for both developers and business owners. Our pricing model is straightforward and transparent, allowing you to scale your usage without hidden fees. Instead of confusing credit systems, we use a direct balance approach. You can simply top-up your balance or add funds to your account whenever needed. This ensures you only pay for exactly what you use, giving you full control over your project's budget. Once your account is funded, you can immediately begin making calls to the gpt-5.3-codex API and watch your ideas come to life with the most advanced AI technology available today.

Monitoring your progress is just as easy. Our centralized user dashboard provides real-time insights into your API usage, cost per request, and performance metrics. This level of visibility allows you to optimize your prompts and workflows to ensure you are getting the maximum value out of every interaction. Whether you are building a small prototype or a large-scale enterprise application, GPT Proto provides the tools you need to succeed. For more tips on AI optimization, industry trends, and deep dives into new model releases, be sure to check out our official blog. Join the community of innovators who are already transforming their industries with gpt-5.3-codex on GPT Proto.

Deep Dives: Your gpt-5.3-codex/text-to-text Inquiries Answered

Technical insights and implementation details for the gpt-5.3-codex/text-to-text model on GPT Proto.

What makes gpt-5.3-codex/text-to-text different from standard chat models?

The gpt-5.3-codex/text-to-text model is built on the Responses API, allowing it to handle 'Items' rather than just 'Messages', supporting native tool use and stateful context.

How does stateful context work in gpt-5.3-codex/text-to-text?

By setting 'store: true', gpt-5.3-codex/text-to-text persists its reasoning and tool results across turns, enabling more accurate multi-step problem solving.

Can gpt-5.3-codex/text-to-text use external tools natively?

Yes, gpt-5.3-codex/text-to-text supports an agentic loop where it can call web search, code interpreters, and custom functions within a single request.

Is the billing for gpt-5.3-codex/text-to-text based on credits?

No, we use a transparent balance system. You simply 'Add Funds' to your GPT Proto account to start using gpt-5.3-codex/text-to-text.

Does gpt-5.3-codex/text-to-text support Structured Outputs?

Absolutely. Use the 'text.format' parameter with gpt-5.3-codex/text-to-text to ensure JSON schema compliance for every generation.

How does gpt-5.3-codex/text-to-text handle long-form code refactoring?

gpt-5.3-codex/text-to-text uses a specialized reasoning engine that maps dependencies, making it highly effective for complex code synthesis tasks.

What is the token limit for gpt-5.3-codex/text-to-text?

gpt-5.3-codex/text-to-text supports a massive context window of 200k tokens, optimized by GPT Proto's proprietary prompt caching.

Can I opt-out of statefulness with gpt-5.3-codex/text-to-text?

Yes, by setting 'store: false', you can use gpt-5.3-codex/text-to-text in a stateless mode while still receiving encrypted reasoning tokens.

Is gpt-5.3-codex/text-to-text faster than previous versions?

While it performs more complex reasoning, the optimized architecture of gpt-5.3-codex/text-to-text ensures lower time-to-first-token compared to older models.

Does gpt-5.3-codex/text-to-text support multimodal inputs?

In its current text-to-text iteration, gpt-5.3-codex/text-to-text focuses on deep logic, with vision support coming in the next point release.

How do I monitor my usage of gpt-5.3-codex/text-to-text?

You can track your real-time consumption and recharge history for gpt-5.3-codex/text-to-text via your GPT Proto dashboard.

Can gpt-5.3-codex/text-to-text generate reasoning summaries?

Yes, gpt-5.3-codex/text-to-text provides granular reasoning items that show the model's 'thought process' before the final output.

Further Reading

Guides, comparisons, and updates related to this model.

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GPT-5.3 Codex Guide: Mastering the Future of Agentic AI Software Development

GPT-5.3 Codex Guide: Mastering the Future of Agentic AI Software Development

Explore how GPT-5.3 Codex and the new Codex app are transforming the coding landscape with recursive intelligence and multi-tasking agentic capabilities. Learn how to optimize costs and leverage multi-modal workflows for maximum developer productivity in the new era of AI.

AI Coding Revolution: How GPT-5.3 and Claude 4.6 are Transforming Software Engineering Forever

AI Coding Revolution: How GPT-5.3 and Claude 4.6 are Transforming Software Engineering Forever

Discover how OpenAI and Anthropic redefined AI Coding on February 5, 2026. Explore the recursive power of GPT-5.3 and the multi-agent collaboration of Claude 4.6, and learn how these tools are automating software development for enterprises globally.

Master AI Orchestration with GPTProto

Master AI Orchestration with GPTProto

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ChatGPT: Complete Guide to Models and APIs

ChatGPT: Complete Guide to Models and APIs

ChatGPT is OpenAI's advanced AI chatbot that understands and generates human-like text for conversation, content creation, and problem-solving.

GPT Proto

Empowering AI Innovation with Global Scale and Stability:

With our flagship product GPT Proto, we offer a unified interface to access and combine APIs from the world's leading AI providers—spanning text, vision, speech, and beyond. We empower developers and enterprises to simplify integration and accelerate innovation without limits.

Global Infrastructure, Local Compliance:

To ensure enterprise-grade reliability and compliance, Talent Tech Global Limited operates specifically as our global Billing and Contracting Entity. Meanwhile, our core technical infrastructure and R&D teams are strategically distributed across global innovation hubs, including Silicon Valley, Singapore, and Hong Kong.

Built to Scale:

We understand that stability is paramount. Our platform is built on a robust, decentralized architecture supporting dynamic Auto-scaling. Whether you are running a pilot or handling millions of concurrent requests, our system expands instantly to meet demand—guaranteeing that your business never outgrows our infrastructure.

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