GPT-5.2 vs GPT-4.1 Nano
Compare GPT-5.2 and GPT-4.1 Nano. Build AI products powered by either model on Appaca.
Model Comparison
| Feature | GPT-5.2 | GPT-4.1 Nano |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Model Type | text | text |
| Context Window | 400,000 tokens | 1,047,576 tokens |
| Input Cost | $1.75/ 1M tokens | $0.10/ 1M tokens |
| Output Cost | $14.00/ 1M tokens | $0.40/ 1M tokens |
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Strengths & Best Use Cases
GPT-5.2
OpenAI1. Advanced Reasoning for Diverse Domains
- Built to tackle coding and agentic workflows across multiple industries, with configurable reasoning support.
2. Multi-Modal & Long-Form Capabilities
- Handles both text and image inputs, producing text output.
- Allows up to 128 k output tokens for lengthy responses.
3. Large Context & Updated Knowledge
- 400 k token context window accommodates extensive codebases or documents.
- Knowledge cut-off of Aug 31 2025 keeps it current with recent developments.
GPT-4.1 Nano
OpenAI1. Ultra-Fast, Low-Latency Performance
- The fastest model in the GPT-4.1 family, ideal for real-time interactions and high-throughput applications.
- Designed for scenarios where speed matters more than complex reasoning.
2. Most Cost-Efficient GPT-4.1 Variant
- Lowest price point among GPT-4.1 models.
- Enables large-scale deployments such as support bots, routing systems, and lightweight assistants without high compute costs.
3. Solid Instruction Following
- Consistent and reliable at following clear instructions.
- Well-suited for:
- Classification
- Simple reasoning
- Data extraction
- Content rewriting
- Chat-style responses
4. Strong Tool Calling Capabilities
- Built with robust support for:
- Function calling
- Structured outputs (e.g., JSON)
- Lightweight automation tasks
- Works well within multi-step agent workflows that rely on simple tools.
5. Basic Multimodal Input
- Supports text and image input.
- Useful for:
- Simple visual recognition
- Alt-text generation
- Reading graphics or screenshots
6. Text-Only Output
- Produces text only, ensuring:
- Clean structured outputs
- High reliability for downstream processing
- Ease of integration into backend systems
7. 1M-Token Context Window
- Supports up to 1,047,576 tokens, allowing:
- Long documents
- Multiple files
- Large prompt memory
- Reduces or eliminates the need for chunking and retrieval in many simple workflows.
8. Ideal Use Cases
- Customer support bots
- Routing and intent detection
- Simple agents and workflow automation
- Content cleanup and rewriting
- Basic Q&A, summaries, and extraction
9. Broad API Integration
- Available across major API endpoints:
- Chat Completions
- Responses
- Realtime
- Assistants
- Fine-tuning
- Supports predicted outputs for reliability and determinism.
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
textSERP Feature Forecasting + Content Structure
Predict likely SERP features for a keyword and structure content to maximize visibility (snippets, PAA, etc.).
Email Subject Line Generator
Generate high-converting email subject lines that boost open rates using proven psychological triggers and A/B testing frameworks.
Differentiated Instruction Planner
Create tiered assignments and scaffolded activities that meet diverse learner needs while maintaining rigorous standards.
Best for GPT-4.1 Nano
textVideo Marketing Strategy (Storytelling + Proof)
Build a video marketing strategy that uses storytelling to show how your USP transforms persona challenges into outcomes.
Develop a Legal Strategy (Risks, Benefits, Alternatives)
Evaluate a proposed legal strategy with risks, benefits, alternatives, and a decision framework.
Co-Marketing Partnerships (Complementary Brands)
Develop a co-marketing partnership strategy with brands serving the same persona, amplifying reach while reinforcing your USP and persona challenges.