API cost decision in 10 seconds

OpenAI GPT Latest vs Nano Banana Pro (Gemini 3 Pro Image Preview)

Pick Nano Banana Pro (Gemini 3 Pro Image Preview) for lower cost; pick OpenAI GPT Latest 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 Pro (Gemini 3 Pro Image Preview) for lower cost; pick OpenAI GPT Latest only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Nano Banana Pro (Gemini 3 Pro Image Preview) is estimated at $8 vs $20 for OpenAI GPT Latest, saving $12 (60% lower).

Cost-first pickNano Banana Pro (Gemini 3 Pro Image Preview)
Context-first pickOpenAI GPT Latest
Sample savings$1260%
10x traffic gap$120

OpenAI GPT Latest has more context, but Nano Banana Pro (Gemini 3 Pro Image Preview) saves $12 on the standard workload. At 10x that traffic, the same price gap is about $120. 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 Pro (Gemini 3 Pro Image Preview) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickOpenAI GPT LatestNano Banana Pro (Gemini 3 Pro Image Preview)
Input-heavy / RAG5M input + 500K outputNano Banana Pro (Gemini 3 Pro Image Preview)$40$16
Balanced workload1M input + 1M outputNano Banana Pro (Gemini 3 Pro Image Preview)$35$14
Output-heavy chatbot1M input + 5M outputNano Banana Pro (Gemini 3 Pro Image Preview)$155$62
Cheaper input Nano Banana Pro (Gemini 3 Pro Image Preview) $5 vs $2 / 1M

Nano Banana Pro (Gemini 3 Pro Image Preview) is $3 cheaper per 1M input tokens (60% lower; 2.5x difference).

Cheaper output Nano Banana Pro (Gemini 3 Pro Image Preview) $30 vs $12 / 1M

Nano Banana Pro (Gemini 3 Pro Image Preview) is $18 cheaper per 1M output tokens (60% lower; 2.5x difference).

Larger context OpenAI GPT Latest 1.05M vs 65.54K

OpenAI GPT Latest has 984.46K more context (16x larger).

Sample workload Nano Banana Pro (Gemini 3 Pro Image Preview) $20 vs $8

Nano Banana Pro (Gemini 3 Pro Image Preview) is $12 cheaper on the standard workload (60% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
OpenAI GPT Latest Calculating… Estimated API cost
Nano Banana Pro (Gemini 3 Pro 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 Pro (Gemini 3 Pro Image Preview) has the lower input price; Nano Banana Pro (Gemini 3 Pro Image Preview) has the lower output price; OpenAI GPT Latest offers the larger context window. For the 1M input plus 500K output sample, Nano Banana Pro (Gemini 3 Pro Image Preview) is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $20 for OpenAI GPT Latest and $8 for Nano Banana Pro (Gemini 3 Pro Image Preview).

Best Fit

Choose OpenAI GPT Latest when you care most about larger context window.

Choose Nano Banana Pro (Gemini 3 Pro 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 Pro (Gemini 3 Pro Image Preview) is estimated at $8 vs $20 for OpenAI GPT Latest, saving $12 (60% lower).
  • Nano Banana Pro (Gemini 3 Pro Image Preview) is $12 cheaper on the standard workload (60% lower).
  • Nano Banana Pro (Gemini 3 Pro Image Preview) is $3 cheaper per 1M input tokens (60% lower; 2.5x difference).
  • Nano Banana Pro (Gemini 3 Pro Image Preview) is $18 cheaper per 1M output tokens (60% lower; 2.5x difference).
  • OpenAI GPT Latest has 984.46K more context (16x larger).
Head-to-Head Specs
FeatureOpenAI GPT Latest
(OpenAI)
Nano Banana Pro (Gemini 3 Pro Image Preview)
(Google)
Input Price
prompt tokens per 1M
$5$2
Completion Price
per 1M tokens
$30$12
Sample Workload Cost
1M input + 500K output
$20$8
Context Window1.05M65.54K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionNano Banana Pro (Gemini 3 Pro Image Preview)On the standard 1M input plus 500K output workload, Nano Banana Pro (Gemini 3 Pro Image Preview) is estimated at $8 vs $20 for OpenAI GPT Latest, saving $12 (60% lower).
High-volume input processingNano Banana Pro (Gemini 3 Pro Image Preview)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsNano Banana Pro (Gemini 3 Pro Image Preview)Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workOpenAI GPT LatestA 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 OpenAI GPT Latest when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace OpenAI GPT Latest when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace OpenAI GPT Latest when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace OpenAI GPT Latest when lower sample workload cost matters most: $0.13.
Larger context near this budget

Cheaper alternatives

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

Open cheapest models

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

OpenAI catalog

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

Open OpenAI models

Google catalog

Check other Google models with comparable pricing, context, or release timing.

Open Google models
OpenAI GPT Latest

This model always redirects to the latest model in the OpenAI GPT family.

Nano Banana Pro (Gemini 3 Pro Image Preview)

Nano Banana Pro is Google’s most advanced image-generation and editing model, built on Gemini 3 Pro. It extends the original Nano Banana with significantly improved multimodal reasoning, real-world grounding, and...