GPT-5.4 vs Nano Banana Pro
Compare pricing, context windows, and strengths for GPT-5.4 by OpenAI and Nano Banana Pro by Google - and see how to put either to work in Appaca.
GPT-5.4
OpenAI's frontier model for complex professional work with best intelligence at scale for agentic, coding, and professional workflows.
View GPT-5.4Nano Banana Pro
High-fidelity image model with precise controls, advanced text rendering, and world-knowledge grounding.
View Nano Banana ProGPT-5.4 vs Nano Banana Pro at a glance
Specs and pricing side by side, from the Appaca AI models directory.
| Spec | GPT-5.4 | Nano Banana Pro |
|---|---|---|
| Provider | OpenAI | |
| Model type | Text | Image |
| Context window | 1.05M tokens | - |
| Input price | $2.5 / 1M tokens | - |
| Output price | $15 / 1M tokens | - |
| Status | Current | Current |
How GPT-5.4 and Nano Banana Pro differ
What the numbers mean in practice when choosing between GPT-5.4 and Nano Banana Pro.
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These are different kinds of model: GPT-5.4 is a text model while Nano Banana Pro is an image model, so they often complement each other in a workflow rather than compete.
Strengths side by side
Where each model shines, according to benchmarks and provider positioning.
GPT-5.4
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 Pro
1. Studio-quality image generation
- Built on Gemini 3 Pro for exceptionally high fidelity.
- Improved accuracy in composition, physics, lighting, and artistic style.
2. Precise creative controls
- Fine-tune lighting, camera, color grading, focus, and physical realism.
- Ideal for professional production workflows requiring creative direction.
3. Advanced text rendering & localization
- Produces crisp, accurate text inside images (signs, menus, labels, UI elements).
- Can localize text across different languages while preserving layout and style.
4. Multi-input creative workflows
- Supports up to 14 reference images for composite ads or mockups.
- Generates consistent resemblance for up to 5 individuals.
- Works with 2K and 4K resolution outputs.
5. Strong world knowledge
- Understands and reasons about real-world concepts.
- Generates factual assets like diagrams, maps, and educational content.
6. Google Search grounding (when enabled)
- Retrieves real-time web data to improve factual accuracy.
- Useful for data-driven graphics, infographics, and historically accurate visuals.
7. Enhanced editing capabilities
- Handles local edits, transformations, pose changes, and reference-based modifications.
- Maintains stylistic consistency during image-to-image operations.
8. Developer-friendly ecosystem
- Fully integrated into Google AI Studio, Vertex AI, and Antigravity platform.
- Supported in Adobe, Figma, and agentic development workflows.
9. SynthID provenance watermark
- Every generated or edited image includes an invisible SynthID watermark.
- Ensures content authenticity and responsible AI usage.
Use GPT-5.4 or Nano Banana Pro - or both
Appaca is the AI workspace for operators. Build internal tools and AI co-workers powered by GPT-5.4 or Nano Banana Pro - connected to your real data and ready for your whole team. No code, no deployment.
Describe it, and it's built
Tell the Appaca agent the internal tool you need and it builds a working app powered by GPT-5.4 or Nano Banana Pro. No code, no API keys, no deployment.
Switch models without rebuilding
Start on GPT-5.4, test the same tool on Nano Banana Pro, and keep whichever performs better - the rest of your app stays exactly as it is.
Automated for the whole team
Schedule tools to run on autopilot - daily digests, weekly reports, real-time triggers - and share them with your whole team from one workspace.
Describe it, and it's built
Tell the Appaca agent what your team needs and it builds a working app powered by GPT-5.4 or Nano Banana Pro - connected to the tools you already use.







Related comparisons
See how GPT-5.4 and Nano Banana Pro stack up against other models in the directory.
FAQs
Pricing models differ: see the full GPT-5.4 and Nano Banana Pro pages in the Appaca AI models directory for current pricing details.
Context window data is listed on each model's page in the Appaca AI models directory.
It depends on the job. Compare the pricing, context window, and strengths above against your workload - and remember the choice isn't permanent. In Appaca you can build a tool on GPT-5.4, test the same tool on Nano Banana Pro, and switch at any time without rebuilding anything.
Yes. Appaca is a no-code AI workspace: describe the internal tool your team needs and the Appaca agent builds it as a working app powered by GPT-5.4, Nano Banana Pro, or any other model in the directory - with a built-in database, team access, and integrations. No API keys to wire up and nothing to deploy.
Build AI tools with GPT-5.4 or Nano Banana Pro
Describe the tool your team needs and get a working app powered by the model you choose - with a built-in database, team access, and integrations. No code, no deployment.