Monthly Budget: 500 Marketing Images with Nano Banana Pro and GPT-5.4 mini

Nano Banana Pro vs GPT-5.4 mini
Complete Comparison: 2,000 input tokens × 500 output tokens
Comparison Mode
🖼️ 500 Images ⚡ 20% Cached

Complete comparison of pricing, performance, and capabilities for 2 leading AI models with 500 Images, 20% Cached.

🖼️ Multimodal Input ⚡ Caching Optimized (up to 90% savings) 📊 Batch API
Comparison Criteria Nano Banana Pro
Google
GPT-5.4 mini
OpenAI
Calculation Results (Current Inputs) (500 images, 20% cached)
Input Tokens N/A (Special Pricing) 2,000
Output Tokens N/A (Special Pricing) 500
Cost Breakdown
Input Cost N/A (Special Pricing) $0.048750 (rounded ~ $0.05)
Output Cost N/A (Special Pricing) $0.000563
Unit Cost (Audio/OCR) $33.500000 $0.000000
Service Fees $0.000000 $0.000000
Total Cost $33.500000 Most Expensive $0.040538 Best Value
Processing Time 2.26 seconds Fastest 9 minutes, 17.65 seconds Slowest
Tokens per Second N/A (Special Pricing) 500
Time to First Token 50ms Best 180ms Worst
Cost per 1K tokens N/A (Special Pricing) $0.000156
Tokens per Dollar N/A (Special Pricing) 6,426,149
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base) N/A (Special Pricing) $0.187500 (rounded ~ $0.19)
Output Cost / 1M (Base) N/A (Special Pricing) $1.125000 (rounded ~ $1.13)
Input Cost / 1M (Optimized) N/A (Special Pricing) $0.093750 (rounded ~ $0.09)
Optimizations: 50.0% batch
Output Cost / 1M (Optimized) N/A (Special Pricing) $0.562500 (rounded ~ $0.56)
Optimizations: 50.0% batch
Capabilities & Advanced Features
Images Support
500
✓ Supported ✓ Supported
Caching Support
20
✗ Not Supported requested ✓ Supported
Batch API Support ✓ Supported ✓ Supported
Tool Usage Support ✓ Supported ✓ Supported
Scroll horizontally to see all data

🔄 Compare Different AI Models

1

First Model

2

Second Model

Select providers and models above, then click "Compare Models" to update the comparison.
All other parameters will be preserved from the current comparison.

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Select AI Model

Nano Banana Pro
GoogleMax Context: 4,096 tokens
$0.134 (std) / $0.24 (HD) / $0.48 (4K) per image
▼
▼
Use Batch API (50% discount)
20%
Provider-specific multipliers applied after all calculations
Enable for cache discounts
Select platform to enforce context limits
Number of requests (max 1M). Summary view auto-enabled >10k.
Will auto-convert to minutes for Voxtral models (9000 tokens = 1 min)
$0.067 per 1,000 pixels

Calculate Token Costs

$33.500000 Total Cost
$0.000000 Input Cost
$0.000000 Output Cost
$33.500000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
2,500Total Tokens
$13.400000Cost per 1K
75Tokens per $
📊 Advanced Cost Breakdown

Processing Speed

2.26s Processing Time
1,200 Tokens/Second
50ms Time to First Token
1,200 Effective Speed

Model Comparison

Select a model to see comparisons with competitors.

Model Information

Select a model to see detailed information.

🔄 Advanced Options

⚡ Optimization
Flat fee per session (e.g., $0.03 for Code Interpreter)
Hourly storage fee for cached data
First 50 hours free, $0.05/hour after
🧠 Reasoning & Thinking
Manual thinking tokens (billed at output rate)
🔧 Special Modes
Enable 6.0x Fast Mode multiplier
📚 Research & Citations
Enable $1.00/$4.00 rates + $10.00/1k search
Enable research tier pricing
Fee per source cited
🎤 Realtime Audio & Video
Session length for billing
📊 Multiple Models Detected: This page contains data for 2 models. See the detailed comparison table above, and switch between models using tabs below.

Nano Banana Pro Google

$33.500000
Total Cost
🖼️ 500 Image (Medium) ⚡ 20% Cached 📊 Batch API 🔧 Tools
👁️
Vision/Images
✓ Available
🎧
Audio Processing
✗ Not Available
🎥
Video Analysis
✗ Not Available
🔧
Tool Usage
✓ Available
📄
OCR Support
✗ Not Available
📊
Batch API
✓ Available
⚡
Caching
✗ Not Available

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $67.000000 Input: $0.000000
Output: $0.000000
Optimized Cost $33.500000 Input: $0.000000
Output: $0.000000
Unit: $33.500000
Fees: $0.000000
Total Savings $33.500000 50.0% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 2,000 input tokens and 500 output tokens:

  • Input Cost: $0.000000
  • Output Cost: $0.000000
  • Unit Cost: $33.500000
  • Total Cost: $33.500000
  • Cost per 1K tokens: $13.400000
  • Tokens per dollar: 75 tokens
  • Context Window: 4096 tokens
  • Thinking Source: (0 tokens)

Speed & Performance Analysis

With a processing speed of 1,200 tokens per second and 50ms time to first token:

  • Processing Time: 2.26 seconds
  • Latency: 50 milliseconds to first token
  • Base Throughput: 1,200 tokens/second

Best Use Cases

Ideal for workflows requiring both high-volume visual generation and intelligent vision-based quality assurance for localized marketing assets.

Want this applied to YOUR actual stack?

This calculator shows the math for Nano Banana Pro. Your decision needs more — current infrastructure, compliance requirements, actual workload patterns, volume tiers — that change which model is right for you.

Get a $39 personalized AI Architecture Audit. PDF tailored to your stack, delivered in under 60 seconds. 7-day no-questions-asked refund.

Get my instant AI audit — $39 →

GPT-5.4 mini OpenAI

$0.040538
Total Cost
🖼️ 500 Image (Medium) ⚡ 20% Cached 📊 Batch API 🔧 Tools
👁️
Vision/Images
✓ Available
🎧
Audio Processing
✗ Not Available
🎥
Video Analysis
✗ Not Available
🔧
Tool Usage
✓ Available
📄
OCR Support
✗ Not Available
📊
Batch API
✓ Available
⚡
Caching
✓ Available
90% savings

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $0.049313 Input: $0.048750 (rounded ~ $0.05)
Output: $0.000563
Optimized Cost $0.040538 Input: $0.048750 (rounded ~ $0.05)
Output: $0.000563
Unit: $0.000000
Fees: $0.000000
Total Savings $0.008775 (rounded ~ $0.01) 17.8% discount

Advanced Cost Breakdown (from Plugin)

🖼️ Multimodal Input
$0.000000
258,000 tokens
📊 Batch API
50.0% off
Asynchronous processing discount

Multimodal Input Details

🖼️ Images
Count: 500
Resolution: Medium
Tokens: 258,000
Cost: $0.000000

Detailed Cost Analysis (from Plugin)

For 2,000 input tokens and 500 output tokens:

  • Input Cost: $0.048750 (rounded ~ $0.05)
  • Output Cost: $0.000563
  • Total Cost: $0.040538
  • Cost per 1K tokens: $0.000156
  • Tokens per dollar: 6,426,149 tokens
  • Context Window: 400000 tokens

Speed & Performance Analysis

With a processing speed of 500 tokens per second and 180ms time to first token:

  • Processing Time: 9 minutes, 17.65 seconds
  • Latency: 180 milliseconds to first token
  • Base Throughput: 500 tokens/second
  • Effective Throughput: 467 tokens/second (temperature-adjusted)

Best Use Cases

Ideal for workflows requiring both high-volume visual generation and intelligent vision-based quality assurance for localized marketing assets.

Want this applied to YOUR actual stack?

This calculator shows the math for GPT-5.4 mini. Your decision needs more — current infrastructure, compliance requirements, actual workload patterns, volume tiers — that change which model is right for you.

Get a $39 personalized AI Architecture Audit. PDF tailored to your stack, delivered in under 60 seconds. 7-day no-questions-asked refund.

Get my instant AI audit — $39 →

✨ Market Recommendations AI Model Registry

← Back to Nano Banana Pro
📋 Active Input Parameters
Input Tokens: 2,000
Output Tokens: 500
Batch API: Enabled (50% discount)
Cached Tokens: 20%
Images: 500 (Medium Resolution)
Tools: Enabled
Rank AI Model & Provider Total Cost vs Nano Banana Pro vs GPT-5.4 mini
🏆 Mistral Small 3
Mistral AI
 $0.005368 (rounded ~ $0.01) Best Value ↓ 100% cheaper ↓ 86.8% cheaper
🥈 Gemini 3.1 Flash Lite
Google
 $0.013513 (rounded ~ $0.01) ↓ 100% cheaper ↓ 66.7% cheaper
🥉 Gemini 2.5 Flash
Google
 $0.016303 (rounded ~ $0.02) ↓ 100% cheaper ↓ 59.8% cheaper
#4 Mistral Large 3
Mistral AI
 $0.027088 (rounded ~ $0.03) ↓ 99.9% cheaper ↓ 33.2% cheaper
#5 GPT-5.4 mini
OpenAI
 $0.040538 ↓ 99.9% cheaper Same price
#6 o4-mini Deep Research
OpenAI
 $0.053800 (rounded ~ $0.05) ↓ 99.8% cheaper ↑ 32.7% more
#7 Claude Haiku 4.5
Anthropic
 $0.053925 (rounded ~ $0.05) ↓ 99.8% cheaper ↑ 33% more
#8 o4-mini
OpenAI
 $0.059180 ↓ 99.8% cheaper ↑ 46% more
#9 Grok 4.3
xAI
 $0.066938 (rounded ~ $0.07) ↓ 99.8% cheaper ↑ 65.1% more
#10 Gemini 3.5 Flash
Google
 $0.081075 (rounded ~ $0.08) ↓ 99.8% cheaper ↑ 100% more
#11 GPT-5.3 Codex Spark
OpenAI
 $0.095025 (rounded ~ $0.10) ↓ 99.7% cheaper ↑ 134.4% more
#12 GPT-5.3 Instant
OpenAI
 $0.095025 (rounded ~ $0.10) ↓ 99.7% cheaper ↑ 134.4% more
#13 Gemini 3.1 Flash
Google
 $0.108100 (rounded ~ $0.11) ↓ 99.7% cheaper ↑ 166.7% more
#14 Claude Sonnet 4.6
Anthropic
 $0.161775 (rounded ~ $0.16) ↓ 99.5% cheaper ↑ 299.1% more
#15 Claude Opus 4.7
Anthropic
 $0.269625 ↓ 99.2% cheaper ↑ 565.1% more
#16 Claude Opus 4.8
Anthropic
 $0.269625 ↓ 99.2% cheaper ↑ 565.1% more
#17 Claude Opus 4.6
Anthropic
 $0.269625 ↓ 99.2% cheaper ↑ 565.1% more
#18 GPT-5.4
OpenAI
 $0.270250 ↓ 99.2% cheaper ↑ 566.7% more
#19 GPT-5.4 Thinking
OpenAI
 $0.270250 ↓ 99.2% cheaper ↑ 566.7% more
#20 Gemini 2.5 Pro
Google
 $0.270250 ↓ 99.2% cheaper ↑ 566.7% more
#21 GPT-5.5 Instant
OpenAI
 $0.270250 ↓ 99.2% cheaper ↑ 566.7% more
#22 Gemini 3.1 Pro
Google
 $0.430900 ↓ 98.7% cheaper ↑ 963% more
#23 o3 Deep Research
OpenAI
 $0.538000 (rounded ~ $0.54) ↓ 98.4% cheaper ↑ 1227.2% more
#24 o3 Pro
OpenAI
 $1.076000 (rounded ~ $1.08) ↓ 96.8% cheaper ↑ 2554.3% more
#25 GPT-5.5
OpenAI
 $1.077250 (rounded ~ $1.08) ↓ 96.8% cheaper ↑ 2557.4% more
#26 GPT-5.2 Pro
OpenAI
 $1.140300 ↓ 96.6% cheaper ↑ 2713% more
#27 GPT-5.2 Pro
OpenAI
 $1.140300 ↓ 96.6% cheaper ↑ 2713% more
🏆

Mistral Small 3
Mistral AI

$0.005368 (rounded ~ $0.01)
vs Nano Banana Pro: ↓ 100%
vs GPT-5.4 mini: ↓ 86.8%
🥈

Gemini 3.1 Flash Lite
Google

$0.013513 (rounded ~ $0.01)
vs Nano Banana Pro: ↓ 100%
vs GPT-5.4 mini: ↓ 66.7%
🥉

Gemini 2.5 Flash
Google

$0.016303 (rounded ~ $0.02)
vs Nano Banana Pro: ↓ 100%
vs GPT-5.4 mini: ↓ 59.8%
#4

Mistral Large 3
Mistral AI

$0.027088 (rounded ~ $0.03)
vs Nano Banana Pro: ↓ 99.9%
vs GPT-5.4 mini: ↓ 33.2%
#5

GPT-5.4 mini
OpenAI

$0.040538
vs Nano Banana Pro: ↓ 99.9%
vs GPT-5.4 mini: Same
#6

o4-mini Deep Research
OpenAI

$0.053800 (rounded ~ $0.05)
vs Nano Banana Pro: ↓ 99.8%
vs GPT-5.4 mini: ↑ 32.7%
#7

Claude Haiku 4.5
Anthropic

$0.053925 (rounded ~ $0.05)
vs Nano Banana Pro: ↓ 99.8%
vs GPT-5.4 mini: ↑ 33%
#8

o4-mini
OpenAI

$0.059180
vs Nano Banana Pro: ↓ 99.8%
vs GPT-5.4 mini: ↑ 46%
#9

Grok 4.3
xAI

$0.066938 (rounded ~ $0.07)
vs Nano Banana Pro: ↓ 99.8%
vs GPT-5.4 mini: ↑ 65.1%
#10

Gemini 3.5 Flash
Google

$0.081075 (rounded ~ $0.08)
vs Nano Banana Pro: ↓ 99.8%
vs GPT-5.4 mini: ↑ 100%
#11

GPT-5.3 Codex Spark
OpenAI

$0.095025 (rounded ~ $0.10)
vs Nano Banana Pro: ↓ 99.7%
vs GPT-5.4 mini: ↑ 134.4%
#12

GPT-5.3 Instant
OpenAI

$0.095025 (rounded ~ $0.10)
vs Nano Banana Pro: ↓ 99.7%
vs GPT-5.4 mini: ↑ 134.4%
#13

Gemini 3.1 Flash
Google

$0.108100 (rounded ~ $0.11)
vs Nano Banana Pro: ↓ 99.7%
vs GPT-5.4 mini: ↑ 166.7%
#14

Claude Sonnet 4.6
Anthropic

$0.161775 (rounded ~ $0.16)
vs Nano Banana Pro: ↓ 99.5%
vs GPT-5.4 mini: ↑ 299.1%
#15

Claude Opus 4.7
Anthropic

$0.269625
vs Nano Banana Pro: ↓ 99.2%
vs GPT-5.4 mini: ↑ 565.1%
#16

Claude Opus 4.8
Anthropic

$0.269625
vs Nano Banana Pro: ↓ 99.2%
vs GPT-5.4 mini: ↑ 565.1%
#17

Claude Opus 4.6
Anthropic

$0.269625
vs Nano Banana Pro: ↓ 99.2%
vs GPT-5.4 mini: ↑ 565.1%
#18

GPT-5.4
OpenAI

$0.270250
vs Nano Banana Pro: ↓ 99.2%
vs GPT-5.4 mini: ↑ 566.7%
#19

GPT-5.4 Thinking
OpenAI

$0.270250
vs Nano Banana Pro: ↓ 99.2%
vs GPT-5.4 mini: ↑ 566.7%
#20

Gemini 2.5 Pro
Google

$0.270250
vs Nano Banana Pro: ↓ 99.2%
vs GPT-5.4 mini: ↑ 566.7%
#21

GPT-5.5 Instant
OpenAI

$0.270250
vs Nano Banana Pro: ↓ 99.2%
vs GPT-5.4 mini: ↑ 566.7%
#22

Gemini 3.1 Pro
Google

$0.430900
vs Nano Banana Pro: ↓ 98.7%
vs GPT-5.4 mini: ↑ 963%
#23

o3 Deep Research
OpenAI

$0.538000 (rounded ~ $0.54)
vs Nano Banana Pro: ↓ 98.4%
vs GPT-5.4 mini: ↑ 1227.2%
#24

o3 Pro
OpenAI

$1.076000 (rounded ~ $1.08)
vs Nano Banana Pro: ↓ 96.8%
vs GPT-5.4 mini: ↑ 2554.3%
#25

GPT-5.5
OpenAI

$1.077250 (rounded ~ $1.08)
vs Nano Banana Pro: ↓ 96.8%
vs GPT-5.4 mini: ↑ 2557.4%
#26

GPT-5.2 Pro
OpenAI

$1.140300
vs Nano Banana Pro: ↓ 96.6%
vs GPT-5.4 mini: ↑ 2713%
#27

GPT-5.2 Pro
OpenAI

$1.140300
vs Nano Banana Pro: ↓ 96.6%
vs GPT-5.4 mini: ↑ 2713%
✨ How recommendations work (v8.6.0): We scan all active models in the registry and only include those that support ALL your current inputs. For token-based models, we check if they can handle your token counts. For special pricing models (OCR, video, audio), we verify they have the correct pricing structure. Features marked requested were in your inputs but not supported by that model. Now using official provider pricing without reseller markups.

Optimizing Costs for Multilingual Image Campaigns

As translation agency owners, managing an “Image generation campaign” involves more than just creating visuals; it requires a strategic balance between asset creation and brand consistency. When scaling to 200 marketing images per week across multiple resolutions, the choice of AI models significantly impacts the quality of client deliverables. This comparison explores the synergy between high-speed visual generation and the vision-based reasoning required for professional-grade post-editing workflows.

Nano Banana Pro is specifically architected for visual outputs and multimodal search. For individual developers and small agency teams, it offers a streamlined path to generating 500 marketing images without the overhead of more complex systems. Its strength lies in its direct integration of search data, which is invaluable when creating localized content that must reflect specific regional trends or current events. This makes it an ideal production engine for the raw generation of campaign assets.

GPT-5.4 mini, while not a primary image generator, provides the essential logic layer for a successful campaign. Its vision capabilities allow it to act as an automated quality controller, reviewing generated assets against brand guidelines and localized copy. In a small-scale MVP or side project, using this model to handle the reasoning and prompt refinement ensures that the final output meets high-tier quality standards. By pairing these two models, agencies can create a robust pipeline that automates both the creative and the evaluative stages of a visual marketing campaign, ensuring high-fidelity results with minimal manual intervention.

Frequently Asked Questions

How accurate are these AI model cost calculations?
Our calculations are based on official pricing from each provider (Google, OpenAI, Anthropic, Meta, xAI, Perplexity, DeepSeek, Mistral) and are updated regularly. We account for all factors including multimodal inputs, caching discounts, batch API pricing, tool usage multipliers, OCR processing, audio minutes, silence fees, and research mode pricing. Note: Reseller markups and dedicated instance multipliers have been removed to reflect official provider pricing.
How are image tokens calculated?
Images are tokenized based on resolution: Low: 85 tokens, Medium: 170 tokens, High: 255 tokens, Full: 765 tokens per image. Some models (like Llama 4 Maverick) use tile-based encoding with 1,610 tokens/image (standard) or 8,050 tokens/image (high-res).
How does prompt caching work?
Caching discounts vary by provider: Google and OpenAI offer 90% discounts on cached input tokens. Anthropic uses write (1.25x) and read (0.10x) multipliers. Savings are applied to the token portion only, not unit-based fees.
How do Market Recommendations work (v8.6.0)?
Our recommendation engine scans the entire model registry and only includes models that support ALL your current input parameters (tokens, images, video, audio, OCR, tools, batch API, etc.). It calculates exact costs with your settings and sorts by price, showing you the best value options that can handle your complete workflow. Special pricing models (OCR, video, audio, image generation) are properly handled and only appear when their specific input types are requested. v8.6.0 removes reseller markups (20% buffer) and dedicated instance multipliers to reflect official provider pricing.
What is the YemHub AI Calculator Tool?
The YemHub AI Calculator is the most comprehensive tool for estimating costs and comparing performance metrics across 50+ AI models. It calculates token-based pricing, analyzes multimodal processing, accounts for state-dependent pricing (context cliffs, tiered tunnels), provides optimization recommendations, and now offers intelligent market matching to find the best alternatives for your specific needs.