API cost decision in 10 seconds

Nano Banana (Gemini 2.5 Flash Image) vs Gemini 3.1 Pro Preview Custom Tools

Pick Nano Banana (Gemini 2.5 Flash Image) for lower cost; pick Gemini 3.1 Pro Preview Custom Tools only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Nano Banana (Gemini 2.5 Flash Image) for lower cost; pick Gemini 3.1 Pro Preview Custom Tools only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Nano Banana (Gemini 2.5 Flash Image) is estimated at $1.55 vs $8 for Gemini 3.1 Pro Preview Custom Tools, saving $6.45 (80.6% lower).

Cost-first pickNano Banana (Gemini 2.5 Flash Image)
Context-first pickGemini 3.1 Pro Preview Custom Tools
Sample savings$6.4580.6%
10x traffic gap$64.5

Gemini 3.1 Pro Preview Custom Tools has more context, but Nano Banana (Gemini 2.5 Flash Image) saves $6.45 on the standard workload. At 10x that traffic, the same price gap is about $64.5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Nano Banana (Gemini 2.5 Flash Image) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickNano Banana (Gemini 2.5 Flash Image)Gemini 3.1 Pro Preview Custom Tools
Input-heavy / RAG5M input + 500K outputNano Banana (Gemini 2.5 Flash Image)$2.75$16
Balanced workload1M input + 1M outputNano Banana (Gemini 2.5 Flash Image)$2.8$14
Output-heavy chatbot1M input + 5M outputNano Banana (Gemini 2.5 Flash Image)$12.8$62
Cheaper input Nano Banana (Gemini 2.5 Flash Image) $0.3 vs $2 / 1M

Nano Banana (Gemini 2.5 Flash Image) is $1.7 cheaper per 1M input tokens (85% lower; 6.67x difference).

Cheaper output Nano Banana (Gemini 2.5 Flash Image) $2.5 vs $12 / 1M

Nano Banana (Gemini 2.5 Flash Image) is $9.5 cheaper per 1M output tokens (79.2% lower; 4.8x difference).

Larger context Gemini 3.1 Pro Preview Custom Tools 32.77K vs 1.05M

Gemini 3.1 Pro Preview Custom Tools has 1.02M more context (32x larger).

Sample workload Nano Banana (Gemini 2.5 Flash Image) $1.55 vs $8

Nano Banana (Gemini 2.5 Flash Image) is $6.45 cheaper on the standard workload (80.6% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Nano Banana (Gemini 2.5 Flash Image) Calculating… Estimated API cost
Gemini 3.1 Pro Preview Custom Tools Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

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

Verdict

Nano Banana (Gemini 2.5 Flash Image) has the lower input price; Nano Banana (Gemini 2.5 Flash Image) has the lower output price; Gemini 3.1 Pro Preview Custom Tools offers the larger context window. For the 1M input plus 500K output sample, Nano Banana (Gemini 2.5 Flash Image) is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $1.55 for Nano Banana (Gemini 2.5 Flash Image) and $8 for Gemini 3.1 Pro Preview Custom Tools.

Best Fit

Choose Nano Banana (Gemini 2.5 Flash Image) when you care most about lower input-token price, and lower output-token price.

Choose Gemini 3.1 Pro Preview Custom Tools when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Nano Banana (Gemini 2.5 Flash Image) is estimated at $1.55 vs $8 for Gemini 3.1 Pro Preview Custom Tools, saving $6.45 (80.6% lower).
  • Nano Banana (Gemini 2.5 Flash Image) is $6.45 cheaper on the standard workload (80.6% lower).
  • Nano Banana (Gemini 2.5 Flash Image) is $1.7 cheaper per 1M input tokens (85% lower; 6.67x difference).
  • Nano Banana (Gemini 2.5 Flash Image) is $9.5 cheaper per 1M output tokens (79.2% lower; 4.8x difference).
  • Gemini 3.1 Pro Preview Custom Tools has 1.02M more context (32x larger).
Head-to-Head Specs
FeatureNano Banana (Gemini 2.5 Flash Image)
(Google)
Gemini 3.1 Pro Preview Custom Tools
(Google)
Input Price
prompt tokens per 1M
$0.3$2
Completion Price
per 1M tokens
$2.5$12
Sample Workload Cost
1M input + 500K output
$1.55$8
Context Window32.77K1.05M
Release Date
Popularity#121#132

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionNano Banana (Gemini 2.5 Flash Image)On the standard 1M input plus 500K output workload, Nano Banana (Gemini 2.5 Flash Image) is estimated at $1.55 vs $8 for Gemini 3.1 Pro Preview Custom Tools, saving $6.45 (80.6% lower).
High-volume input processingNano Banana (Gemini 2.5 Flash Image)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsNano Banana (Gemini 2.5 Flash Image)Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGemini 3.1 Pro Preview Custom ToolsA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Gemma 4 31B (free) can replace Nano Banana (Gemini 2.5 Flash Image) when lower sample workload cost matters most: $0.
  • Gemma 4 26B A4B (free) can replace Nano Banana (Gemini 2.5 Flash Image) when lower sample workload cost matters most: $0.
  • Lyria 3 Clip Preview can replace Nano Banana (Gemini 2.5 Flash Image) when lower sample workload cost matters most: $0.
  • Lyria 3 Pro Preview can replace Nano Banana (Gemini 2.5 Flash Image) when lower sample workload cost matters most: $0.
Larger context near this budget
  • Llama 4 Scout offers 10M context with $0.23 sample workload cost.
  • Grok 4.20 offers 2M context with $2.5 sample workload cost.
  • Grok 4.20 Multi-Agent offers 2M context with $5 sample workload cost.
  • GPT-5.4 offers 1.05M context with $10 sample workload cost.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

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Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

Open provider hubs

Google catalog

Review all tracked Google models before deciding whether this matchup is the right shortlist.

Open Google models
Nano Banana (Gemini 2.5 Flash Image)

Gemini 2.5 Flash Image, a.k.a. "Nano Banana," is now generally available. It is a state of the art image generation model with contextual understanding. It is capable of image generation,...

Gemini 3.1 Pro Preview Custom Tools

Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party...