API cost decision in 10 seconds

GPT Audio vs Nano Banana Pro (Gemini 3 Pro Image Preview)

Pick GPT Audio when budget and context both matter.

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

Budget verdict

Pick GPT Audio when budget and context both matter.

On the standard 1M input plus 500K output workload, GPT Audio is estimated at $7.5 vs $8 for Nano Banana Pro (Gemini 3 Pro Image Preview), saving $0.5 (6.2% lower).

Cost-first pickGPT Audio
Context-first pickGPT Audio
Sample savings$0.56.2%
10x traffic gap$5

GPT Audio is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Cost winner changes by workload shape: input-heavy / RAG favors Nano Banana Pro (Gemini 3 Pro Image Preview), balanced workload favors GPT Audio, and output-heavy chatbot favors GPT Audio.

Workload shapeToken mixBetter pickGPT AudioNano Banana Pro (Gemini 3 Pro Image Preview)
Input-heavy / RAG5M input + 500K outputNano Banana Pro (Gemini 3 Pro Image Preview)$17.5$16
Balanced workload1M input + 1M outputGPT Audio$12.5$14
Output-heavy chatbot1M input + 5M outputGPT Audio$52.5$62
Cheaper input Nano Banana Pro (Gemini 3 Pro Image Preview) $2.5 vs $2 / 1M

Nano Banana Pro (Gemini 3 Pro Image Preview) is $0.5 cheaper per 1M input tokens (20% lower; 1.25x difference).

Cheaper output GPT Audio $10 vs $12 / 1M

GPT Audio is $2 cheaper per 1M output tokens (16.7% lower; 1.2x difference).

Larger context GPT Audio 128K vs 65.54K

GPT Audio has 62.46K more context (1.95x larger).

Sample workload GPT Audio $7.5 vs $8

GPT Audio is $0.5 cheaper on the standard workload (6.2% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT Audio 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; GPT Audio has the lower output price; GPT Audio offers the larger context window. For the 1M input plus 500K output sample, GPT Audio is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $7.5 for GPT Audio and $8 for Nano Banana Pro (Gemini 3 Pro Image Preview).

Best Fit

Choose GPT Audio when you care most about lower output-token price, and larger context window.

Choose Nano Banana Pro (Gemini 3 Pro Image Preview) when you care most about lower input-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, GPT Audio is estimated at $7.5 vs $8 for Nano Banana Pro (Gemini 3 Pro Image Preview), saving $0.5 (6.2% lower).
  • GPT Audio is $0.5 cheaper on the standard workload (6.2% lower).
  • Nano Banana Pro (Gemini 3 Pro Image Preview) is $0.5 cheaper per 1M input tokens (20% lower; 1.25x difference).
  • GPT Audio is $2 cheaper per 1M output tokens (16.7% lower; 1.2x difference).
  • GPT Audio has 62.46K more context (1.95x larger).
Head-to-Head Specs
FeatureGPT Audio
(OpenAI)
Nano Banana Pro (Gemini 3 Pro Image Preview)
(Google)
Input Price
prompt tokens per 1M
$2.5$2
Completion Price
per 1M tokens
$10$12
Sample Workload Cost
1M input + 500K output
$7.5$8
Context Window128K65.54K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGPT AudioOn the standard 1M input plus 500K output workload, GPT Audio is estimated at $7.5 vs $8 for Nano Banana Pro (Gemini 3 Pro Image Preview), saving $0.5 (6.2% 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 chatbotsGPT AudioLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT AudioA 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 Audio when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT Audio when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT Audio when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT Audio when lower sample workload cost matters most: $0.13.
Larger context near this budget
  • 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.
  • 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

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OpenAI catalog

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

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Google catalog

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

Open Google models
GPT Audio

The gpt-audio model is OpenAI's first generally available audio model. The new snapshot features an upgraded decoder for more natural sounding voices and maintains better voice consistency. Audio is priced...

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...