API cost decision in 10 seconds

GPT-5.5 Pro vs Nano Banana 2 (Gemini 3.1 Flash Image Preview)

Pick Nano Banana 2 (Gemini 3.1 Flash Image Preview) for lower cost; pick GPT-5.5 Pro only if the larger context window matters more.

Pricing data updated:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Nano Banana 2 (Gemini 3.1 Flash Image Preview) for lower cost; pick GPT-5.5 Pro 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 $120 for GPT-5.5 Pro, saving $118 (98.3% lower).

Cost-first pickNano Banana 2 (Gemini 3.1 Flash Image Preview)
Context-first pickGPT-5.5 Pro
Sample savings$11898.3%
10x traffic gap$1180

GPT-5.5 Pro has more context, but Nano Banana 2 (Gemini 3.1 Flash Image Preview) saves $118 on the standard workload. At 10x that traffic, the same price gap is about $1180. 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 2 (Gemini 3.1 Flash Image Preview) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGPT-5.5 ProNano Banana 2 (Gemini 3.1 Flash Image Preview)
Input-heavy / RAG5M input + 500K outputNano Banana 2 (Gemini 3.1 Flash Image Preview)$240$4
Balanced workload1M input + 1M outputNano Banana 2 (Gemini 3.1 Flash Image Preview)$210$3.5
Output-heavy chatbot1M input + 5M outputNano Banana 2 (Gemini 3.1 Flash Image Preview)$930$15.5
Cheaper input Nano Banana 2 (Gemini 3.1 Flash Image Preview) $30 vs $0.5 / 1M

Nano Banana 2 (Gemini 3.1 Flash Image Preview) is $29.5 cheaper per 1M input tokens (98.3% lower; 60x difference).

Cheaper output Nano Banana 2 (Gemini 3.1 Flash Image Preview) $180 vs $3 / 1M

Nano Banana 2 (Gemini 3.1 Flash Image Preview) is $177 cheaper per 1M output tokens (98.3% lower; 60x difference).

Larger context GPT-5.5 Pro 1.05M vs 131.07K

GPT-5.5 Pro has 918.93K more context (8.01x larger).

Sample workload Nano Banana 2 (Gemini 3.1 Flash Image Preview) $120 vs $2

Nano Banana 2 (Gemini 3.1 Flash Image Preview) is $118 cheaper on the standard workload (98.3% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-5.5 Pro Calculating… Estimated API cost
Nano Banana 2 (Gemini 3.1 Flash Image Preview) 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 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-5.5 Pro 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 $120 for GPT-5.5 Pro and $2 for Nano Banana 2 (Gemini 3.1 Flash Image Preview).

Best Fit

Choose GPT-5.5 Pro when you care most about larger context window.

Choose Nano Banana 2 (Gemini 3.1 Flash Image Preview) when you care most about lower input-token price, and lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, Nano Banana 2 (Gemini 3.1 Flash Image Preview) is estimated at $2 vs $120 for GPT-5.5 Pro, saving $118 (98.3% lower).
  • Nano Banana 2 (Gemini 3.1 Flash Image Preview) is $118 cheaper on the standard workload (98.3% lower).
  • Nano Banana 2 (Gemini 3.1 Flash Image Preview) is $29.5 cheaper per 1M input tokens (98.3% lower; 60x difference).
  • Nano Banana 2 (Gemini 3.1 Flash Image Preview) is $177 cheaper per 1M output tokens (98.3% lower; 60x difference).
  • GPT-5.5 Pro has 918.93K more context (8.01x larger).
Head-to-Head Specs
FeatureGPT-5.5 Pro
(OpenAI)
Nano Banana 2 (Gemini 3.1 Flash Image Preview)
(Google)
Input Price
prompt tokens per 1M
$30$0.5
Completion Price
per 1M tokens
$180$3
Sample Workload Cost
1M input + 500K output
$120$2
Context Window1.05M131.07K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionNano 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 $120 for GPT-5.5 Pro, saving $118 (98.3% lower).
High-volume input processingNano 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 chatbotsNano Banana 2 (Gemini 3.1 Flash Image Preview)Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.5 ProA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • gpt-oss-120b (free) can replace GPT-5.5 Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-5.5 Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-5.5 Pro when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT-5.5 Pro when lower sample workload cost matters most: $0.13.
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Popular competitors
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GPT-5.5 Pro

GPT-5.5 Pro is OpenAI’s high-capability model optimized for deep reasoning and accuracy on complex, high-stakes workloads. It features a 1M+ token context window (922K input, 128K output) with support for...

Nano Banana 2 (Gemini 3.1 Flash Image Preview)

Gemini 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...