Nano Banana 2 (Gemini 3.1 Flash Image Preview) is $0.75 cheaper per 1M input tokens (60% lower; 2.5x difference).
API cost decision in 10 seconds
Nano Banana 2 (Gemini 3.1 Flash Image Preview) vs GPT-5.1
Pick Nano Banana 2 (Gemini 3.1 Flash Image Preview) for lower cost; pick GPT-5.1 only if the larger context window matters more.
Budget verdict
Pick Nano Banana 2 (Gemini 3.1 Flash Image Preview) for lower cost; pick GPT-5.1 only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Nano Banana 2 (Gemini 3.1 Flash Image Preview) is estimated at $2 vs $6.25 for GPT-5.1, saving $4.25 (68% lower).
GPT-5.1 has more context, but Nano Banana 2 (Gemini 3.1 Flash Image Preview) saves $4.25 on the standard workload. At 10x that traffic, the same price gap is about $42.5. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Nano Banana 2 (Gemini 3.1 Flash Image Preview) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Nano Banana 2 (Gemini 3.1 Flash Image Preview) | GPT-5.1 |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Nano Banana 2 (Gemini 3.1 Flash Image Preview) | $4 | $11.25 |
| Balanced workload | 1M input + 1M output | Nano Banana 2 (Gemini 3.1 Flash Image Preview) | $3.5 | $11.25 |
| Output-heavy chatbot | 1M input + 5M output | Nano Banana 2 (Gemini 3.1 Flash Image Preview) | $15.5 | $51.25 |
Nano Banana 2 (Gemini 3.1 Flash Image Preview) is $7 cheaper per 1M output tokens (70% lower; 3.33x difference).
GPT-5.1 has 268.93K more context (3.05x larger).
Nano Banana 2 (Gemini 3.1 Flash Image Preview) is $4.25 cheaper on the standard workload (68% lower).
Estimate your workload cost
Your Workload Cost
This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.
Quick Decision
Nano Banana 2 (Gemini 3.1 Flash Image Preview) has the lower input price; Nano Banana 2 (Gemini 3.1 Flash Image Preview) has the lower output price; GPT-5.1 offers the larger context window. For the 1M input plus 500K output sample, Nano Banana 2 (Gemini 3.1 Flash Image Preview) is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $2 for Nano Banana 2 (Gemini 3.1 Flash Image Preview) and $6.25 for GPT-5.1.
Choose Nano Banana 2 (Gemini 3.1 Flash Image Preview) when you care most about lower input-token price, and lower output-token price.
Choose GPT-5.1 when you care most about larger context window.
- On the standard 1M input plus 500K output workload, Nano Banana 2 (Gemini 3.1 Flash Image Preview) is estimated at $2 vs $6.25 for GPT-5.1, saving $4.25 (68% lower).
- Nano Banana 2 (Gemini 3.1 Flash Image Preview) is $4.25 cheaper on the standard workload (68% lower).
- Nano Banana 2 (Gemini 3.1 Flash Image Preview) is $0.75 cheaper per 1M input tokens (60% lower; 2.5x difference).
- Nano Banana 2 (Gemini 3.1 Flash Image Preview) is $7 cheaper per 1M output tokens (70% lower; 3.33x difference).
- GPT-5.1 has 268.93K more context (3.05x larger).
| Feature | Nano Banana 2 (Gemini 3.1 Flash Image Preview) (Google) | GPT-5.1 (OpenAI) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.5 | $1.25 |
| Completion Price per 1M tokens | $3 | $10 |
| Sample Workload Cost 1M input + 500K output | $2 | $6.25 |
| Context Window | 131.07K | 400K |
| Release Date |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Nano Banana 2 (Gemini 3.1 Flash Image Preview) | On the standard 1M input plus 500K output workload, Nano Banana 2 (Gemini 3.1 Flash Image Preview) is estimated at $2 vs $6.25 for GPT-5.1, saving $4.25 (68% lower). |
| High-volume input processing | Nano Banana 2 (Gemini 3.1 Flash Image Preview) | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Nano Banana 2 (Gemini 3.1 Flash Image Preview) | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | GPT-5.1 | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Gemma 4 26B A4B (free) can replace Nano Banana 2 (Gemini 3.1 Flash Image Preview) when lower sample workload cost matters most: $0.
- Gemma 4 31B (free) can replace Nano Banana 2 (Gemini 3.1 Flash Image Preview) when lower sample workload cost matters most: $0.
- Lyria 3 Pro Preview can replace Nano Banana 2 (Gemini 3.1 Flash Image Preview) when lower sample workload cost matters most: $0.
- Lyria 3 Clip Preview can replace Nano Banana 2 (Gemini 3.1 Flash Image Preview) when lower sample workload cost matters most: $0.
- Llama 4 Scout offers 10M context with $0.23 sample workload cost.
- Grok 4.20 Multi-Agent offers 2M context with $5 sample workload cost.
- Grok 4.20 offers 2M context with $2.5 sample workload cost.
- Owl Alpha offers 1.05M context with $0 sample workload cost.
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Open OpenAI modelsGemini 3.1 Flash Image Preview, a.k.a. "Nano Banana 2," is Google’s latest state of the art image generation and editing model, delivering Pro-level visual quality at Flash speed. It combines...
GPT-5.1 is the latest frontier-grade model in the GPT-5 series, offering stronger general-purpose reasoning, improved instruction adherence, and a more natural conversational style compared to GPT-5. It uses adaptive reasoning...