Nano Banana Pro (Gemini 3 Pro Image Preview) vs GPT-5.4 Image 2
A side-by-side comparison of two image models — real specs, pricing, strengths and weaknesses, and a clear verdict on which to choose. Kept current by our agents.
Quick verdict: which should you choose?
Choose Nano Banana Pro (Gemini 3 Pro Image Preview) if you need
- ✓Large 272k token context for detailed multimodal inputs and complex image tasks
- ✓Seamless integration of images, text, and files with strong visual-textual coherence
- ✓Flexible handling of vast contexts in image-centric workflows
- ✓Full production stability from OpenAI without preview limitations
Choose GPT-5.4 Image 2 if you need
- ✓Lower output price at $12 per 1M tokens compared to $15
- ✓Preview access to advanced Gemini vision features for image-text tasks
- ✓Extended 65k context suited for scene or document analysis within limits
- ✓Strong image-text integration in a Google ecosystem preview model
Verdict
GPT-5.4 Image 2 leads for tasks needing extensive multimodal context with its 272k token window, enabling deeper image-text-file integration than Nano Banana Pro's 65k limit. Nano Banana Pro (Gemini 3 Pro Image Preview) offers a lower $12/M price versus $15/M and preview access to Gemini vision capabilities, though its smaller context restricts complex scene analysis. Overall, GPT-5.4 Image 2 excels in scale while Nano Banana Pro provides cost efficiency for standard visual queries.
Nano Banana Pro (Gemini 3 Pro Image Preview) vs GPT-5.4 Image 2: side by side
| Spec | Nano Banana Pro (Gemini 3 Pro Image Preview) | GPT-5.4 Image 2 | Winner |
|---|---|---|---|
| Intelligence | — | — | Tie |
| Output speed | — | — | Tie |
| Output price | $12.00/1M | $15.00/1M | Nano Banana Pro (Gemini 3 Pro Image Preview) |
| Context | 66K | 272K | GPT-5.4 Image 2 |
| Params | — | — | Tie |
| Type | Proprietary | Proprietary | Tie |
| Provider | OpenAI | Tie |
Detailed analysis
Context Window
Winner: GPT-5.4 Image 2GPT-5.4 Image 2 provides a 272k token context that supports detailed multimodal inputs and complex visual tasks. Nano Banana Pro is limited to 65k tokens, constraining extended scene or document analysis. This gives A a clear advantage for large-scale image workflows.
Pricing
Winner: Nano Banana Pro (Gemini 3 Pro Image Preview)Nano Banana Pro costs $12 per 1M output tokens while GPT-5.4 Image 2 costs $15 per 1M. The $3 difference favors B for high-volume usage. Both are proprietary with no other cost details provided.
Image-Text Integration
Winner: TieBoth models emphasize strong image-text integration and handling of complex visual queries. GPT-5.4 Image 2 adds seamless file support and coherence, while Nano Banana Pro highlights preview Gemini vision features. Neither shows a decisive edge from the given facts.
Stability and Scope
Winner: GPT-5.4 Image 2GPT-5.4 Image 2 is presented as a full model without noted stability issues and focuses on image-centric tasks. Nano Banana Pro is a preview version that may lack full stability or features and is restricted to image and text modalities.
Nano Banana Pro (Gemini 3 Pro Image Preview)
Pros
- +Strong image-text integration
- +Handles complex visual queries
- +Extended context for scene or document analysis
- +Preview access to advanced Gemini vision features
Cons
- –Restricted to image and text modalities
- –65k token context limit
- –Preview version may lack full stability or features
GPT-5.4 Image 2
Pros
- +Large 272k token context supports detailed multimodal inputs
- +Seamless integration of images, text, and files
- +Strong visual-textual coherence
- +Flexible handling of complex image tasks
Cons
- –Primarily specialized for image-centric workflows
- –High resource demands with large contexts
- –Not optimized for non-visual general tasks
Summary: Nano Banana Pro (Gemini 3 Pro Image Preview) vs GPT-5.4 Image 2
Select GPT-5.4 Image 2 when maximum context and production reliability for complex multimodal image work are priorities. Choose Nano Banana Pro (Gemini 3 Pro Image Preview) for lower cost and Gemini preview access on standard visual tasks. The 272k versus 65k context gap makes A the stronger option for demanding image workflows.
Frequently asked questions
GPT-5.4 Image 2 is better for image tasks requiring large context and complex multimodal handling due to its 272k token window and integration strengths.