GPT-5.2 Codex vs Nano Banana
Compare GPT-5.2 Codex and Nano Banana. Build AI products powered by either model on Appaca.
Model Comparison
| Feature | GPT-5.2 Codex | Nano Banana |
|---|---|---|
| Provider | OpenAI | |
| Model Type | text | image |
| Context Window | 400,000 tokens | N/A |
| Input Cost | $1.75/ 1M tokens | N/A |
| Output Cost | $14.00/ 1M tokens | N/A |
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Strengths & 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.
Nano Banana
Google1. High-quality image generation
- Produces sharper, more detailed images than Gemini 2.0 Flash.
- Designed to generate professional-grade, aesthetically consistent visuals.
2. Advanced image editing capabilities
- Supports targeted, natural-language-driven edits (remove objects, change poses, recolor, blur backgrounds, etc.).
- Enables precise local transformations with simple prompts.
3. Multi-image fusion
- Can merge multiple input images intelligently into a single coherent scene.
- Useful for room restyling, product placement, and photorealistic composite images.
4. Character consistency across prompts
- Maintains the same character or object across multiple scenes and prompts.
- Suitable for brand assets, storytelling, product showcases, and multi-angle rendering.
5. Strong world knowledge
- Inherits Gemini's semantic understanding to reason about real-world objects.
- Can interpret hand-drawn diagrams and follow complex editing instructions.
6. Low latency + developer-friendly
- Based on the Gemini Flash family, optimized for responsiveness and cost-effectiveness.
- Easily testable and remixable using Google AI Studio's app builder.
7. Invisible SynthID watermarking
- All generated and edited images include Google's invisible SynthID watermark.
- Ensures traceability and responsible AI output.
8. Works with text + image input
- Accepts multiple images and text instructions simultaneously.
- Ideal for building interactive image tools, editors, and creative workflows.
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
textCode Review Assistant
Get constructive feedback on your code regarding performance, security, and readability.
Professional Email Rewriter
Rewrite your rough drafts into polished, professional emails suitable for any business context.
Bug Fixer & Debugger
Identify bugs in your code, understand why they happen, and get a corrected version.
Best for Nano Banana
imageDigital Marketing Plan (Channel + Funnel Blueprint)
Build a comprehensive digital marketing plan that targets a persona, addresses their challenges, and highlights your USP across channels and the funnel.
Twitter/X Thread Generator
Create viral Twitter threads that educate, entertain, and grow your following with compelling hooks and strategic formatting.
Customer Advisory Board (CAB) Program
Design a customer advisory board that gathers persona leader insights to refine marketing strategy, strengthen your USP, and address evolving challenges.