LLM ComparisonGPT-5.4Nano Banana

GPT-5.4 vs Nano Banana

Compare GPT-5.4 and Nano Banana. Build AI products powered by either model on Appaca.

Model Comparison

FeatureGPT-5.4Nano Banana
ProviderOpenAIGoogle
Model Typetextimage
Context Window1,050,000 tokensN/A
Input Cost
$2.50/ 1M tokens
N/A
Output Cost
$15.00/ 1M tokens
N/A

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Strengths & Best Use Cases

GPT-5.4

OpenAI

1. Best Intelligence at Scale

  • OpenAI positions GPT-5.4 as its frontier model for agentic, coding, and professional workflows.
  • Built for complex professional work where stronger reasoning and higher answer quality matter.

2. Configurable Reasoning + Multimodal Input

  • Supports configurable reasoning effort from none to xhigh, letting teams balance speed and depth.
  • Accepts both text and image inputs while producing text output.

3. Massive Context for Long-Running Work

  • 1.05M token context window supports very large codebases, documents, and multi-step workflows.
  • Allows up to 128 k output tokens for long-form answers and larger generations.

4. Updated Knowledge & Broad Tool Support

  • Knowledge cut-off of Aug 31 2025 keeps it current for newer frameworks and business context.
  • Supports tools like web search, file search, code interpreter, hosted shell, computer use, and MCP in the Responses API.

Nano Banana

Google

1. 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.

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