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Get started freeGPT-5.2 Codex vs GPT-4.1 Mini
Compare GPT-5.2 Codex and GPT-4.1 Mini. Build AI products powered by either model on Appaca.
Model Comparison
| Feature | GPT-5.2 Codex | GPT-4.1 Mini |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Model Type | text | text |
| Context Window | 400,000 tokens | 1,047,576 tokens |
| Input Cost | $1.75/ 1M tokens | $0.40/ 1M tokens |
| Output Cost | $14.00/ 1M tokens | $1.60/ 1M tokens |
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With Appaca you don't have to pick — build apps that are powered by GPT-5.2 Codex, GPT-4.1 Mini, for your specific use case.
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New appStrengths & Best Use Cases
GPT-5.2 Codex
OpenAI1. Optimized for Long-Horizon Coding Tasks
- OpenAI describes GPT-5.2 Codex as a highly intelligent coding model built for long-horizon, agentic coding work.
- Well suited to planning, refactoring, debugging, and multi-step implementation flows inside real codebases.
2. Adjustable Reasoning for Coding Work
- Supports configurable reasoning effort from low to xhigh depending on speed and quality needs.
- Accepts both text and image inputs while producing text output.
3. Large Context + Long Output
- 400 k token context window supports broad repository understanding and larger working sets.
- Allows up to 128 k output tokens for longer patches, code generation, and technical explanations.
4. Up-to-Date Model Snapshot
- Knowledge cut-off of Aug 31 2025 keeps it current with newer tools and frameworks.
- Supports streaming, function calling, and structured outputs for tool-driven coding workflows.
GPT-4.1 Mini
OpenAI1. Fast, Lightweight, and Cost-Efficient
- Designed for speed with low latency, making it ideal for high-volume, real-time applications.
- More affordable than larger GPT-4.1 and GPT-5 models, enabling scalable deployments.
2. Strong Instruction Following
- Excels at following structured instructions and producing concise, deterministic outputs.
- Suitable for assistants, command-style interfaces, and tools that require stable, predictable behavior.
3. Reliable Tool Calling & Structured Outputs
- Built with strong support for:
- Function calling
- Structured outputs (JSON, typed objects)
- Systematic workflows
- Ideal for automation, reasoning over parameters, and multi-step tool pipelines.
4. Multimodal Input (Text + Image)
- Accepts both text and image as input.
- Useful for tasks such as:
- Image captioning
- UI element reading
- Visual question answering
5. Text-Only Output for Clarity
- Outputs text only, ensuring clean and consistent results for:
- Data extraction
- Summaries
- Code comments
- Chat responses
6. Massive 1M-Token Context Window
- Supports 1,047,576 tokens, enabling:
- Long documents or books
- Large codebases
- Extensive conversation memory
- Great for long-context reasoning without requiring chunking.
7. Practical for Everyday AI Applications
- Sweet spot for:
- Customer support agents
- Content rewriting
- Lightweight analysis
- Classification and tagging
- Workflow assistants
- Recommended primarily for simpler use cases, with GPT-5 Mini suggested for more complex tasks.
8. Broad API Support
- Available across:
- Chat Completions
- Responses
- Realtime
- Assistants
- Other major API endpoints
- Compatible with long-context modes for large-scale retrieval and processing.
Prompts to Get Started
Use these prompts to power AI products you build on Appaca. Each works great with the models above.
Best for GPT-5.2 Codex
textRecurring Task System
Design a system to handle recurring tasks without them falling through the cracks.
Meeting Notes Summarizer
Transform raw meeting transcripts or messy notes into clear, structured summaries with action items.
Distraction Log Analysis
Analyse a distraction log to find patterns and suggest productivity improvements.
Best for GPT-4.1 Mini
textPricing Strategy Framework
Develop a pricing strategy for a product or service based on value and competition.
SEO + CRO Page Improvement (Two-Column Table)
Get actionable SEO and conversion improvements for a page, returned as a clear two-column action table.
Science Experiment Guide
Write a student-friendly guide for a science experiment with instructions and analysis.