Nano Banana Pro vs GPT-5.4 Mini for 1,000 Storyboard Frames

Nano Banana Pro vs GPT-5.4 mini
Complete Comparison: 2,000,000 input tokens × 1,000 output tokens
Comparison Mode
🖼️ 1000 Images ⚡ 20% Cached

Complete comparison of pricing, performance, and capabilities for 2 leading AI models with 1000 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) (1000 images, 20% cached)
Input Tokens N/A (Special Pricing) 2,000,000
Output Tokens N/A (Special Pricing) 1,000
Cost Breakdown
Input Cost N/A (Special Pricing) $0.471750 (rounded ~ $0.47)
Output Cost N/A (Special Pricing) $0.001125
Unit Cost (Audio/OCR) $67.000000 $0.000000
Service Fees $0.000000 $0.000000
Total Cost $67.000000 Most Expensive $0.387960 (rounded ~ $0.39) Best Value
Processing Time 27 minutes, 47.68 seconds Fastest 1 hour, 29 minutes, 46.56 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) $0.000154
Tokens per Dollar N/A (Special Pricing) 6,487,782
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
1000
✓ 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

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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

$0.000000 Input Cost
$0.000000 Output Cost
$67.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
2,001,000Total Tokens
$0.033483Cost per 1K
29,866Tokens per $
📊 Advanced Cost Breakdown

Processing Speed

27m 47s 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

$67.000000
Total Cost
🖼️ 1000 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) $134.000000 Input: $0.000000
Output: $0.000000
Optimized Cost $67.000000 Input: $0.000000
Output: $0.000000
Unit: $67.000000
Fees: $0.000000
Total Savings $67.000000 50.0% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 2,000,000 input tokens and 1,000 output tokens:

  • Input Cost: $0.000000
  • Output Cost: $0.000000
  • Unit Cost: $67.000000
  • Total Cost: $67.000000
  • Cost per 1K tokens: $0.033483 (rounded ~ $0.03)
  • Tokens per dollar: 29,866 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: 27 minutes, 47.68 seconds
  • Latency: 50 milliseconds to first token
  • Base Throughput: 1,200 tokens/second

Best Use Cases

Use Nano Banana Pro for high-fidelity visual generation and brand consistency; use GPT-5.4 Mini for high-volumelogic-heavy scene descriptions and rapid iteration.

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

$0.387960 (rounded ~ $0.39)
Total Cost
⚠️ Bulk Calculation: Total volume exceeds single-request limit of 400,000 tokens. Budgeting mode active.
🖼️ 1000 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) $0.472875 (rounded ~ $0.47) Input: $0.471750 (rounded ~ $0.47)
Output: $0.001125
Optimized Cost $0.387960 (rounded ~ $0.39) Input: $0.471750 (rounded ~ $0.47)
Output: $0.001125
Unit: $0.000000
Fees: $0.000000
Total Savings $0.084915 (rounded ~ $0.08) 18.0% discount

Advanced Cost Breakdown (from Plugin)

🖼️ Multimodal Input
$0.000000
516,000 tokens
📊 Batch API
50.0% off
Asynchronous processing discount

Multimodal Input Details

🖼️ Images
Count: 1000
Resolution: Medium
Tokens: 516,000
Cost: $0.000000

Detailed Cost Analysis (from Plugin)

For 2,000,000 input tokens and 1,000 output tokens:

  • Input Cost: $0.471750 (rounded ~ $0.47)
  • Output Cost: $0.001125
  • Total Cost: $0.387960 (rounded ~ $0.39)
  • Cost per 1K tokens: $0.000154
  • Tokens per dollar: 6,487,782 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: 1 hour, 29 minutes, 46.56 seconds
  • Latency: 180 milliseconds to first token
  • Base Throughput: 500 tokens/second
  • Effective Throughput: 467 tokens/second (temperature-adjusted)

Best Use Cases

Use Nano Banana Pro for high-fidelity visual generation and brand consistency; use GPT-5.4 Mini for high-volumelogic-heavy scene descriptions and rapid iteration.

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: 2,000,000
Output Tokens: 1,000
Batch API: Enabled (50% discount)
Cached Tokens: 20%
Images: 1000 (Medium Resolution)
Tools: Enabled
🔍
No Alternatives Found
No other models in the registry support all your current input parameters. Try adjusting some parameters to see more options.
Remove Images Remove Video Remove Audio Remove OCR Remove Tools
✨ 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.

For freelance copywriters and creative directors, storyboarding is the bridge between a script and production. Choosing the right AI model for this stage depends on whether you prioritize image fidelity and brand consistency or rapid iteration and logic-driven scene descriptions. Nano Banana Pro stands out for professional image generation, offering advanced control over visual aesthetics, 4K rendering, and text accuracy, which is vital when your storyboard needs to look like a high-end pitch deck. Its ability to maintain character consistency across multiple frames makes it a strong contender for visual-heavy projects where you need to see the scene before committing to a camera setup.

GPT-5.4 Mini, by contrast, is engineered for speed and agentic workflows. While it handles vision inputs with high accuracy, its strength lies in the synergy between scene description and logic. If your storyboarding process involves generating complex technical instructions, dialogue cues, or scene-by-scene timing breakdowns, the model excels at structuring these narratives efficiently. It is the better choice for high-volume pipelines where you need to churn through dozens of drafts per hour without sacrificing coherence. While Nano Banana Pro is the specialized tool for the visual artist, GPT-5.4 Mini is the indispensable partner for the copywriter who needs to keep the creative momentum moving at scale. For the best workflow, many professionals use a combination: GPT-5.4 Mini to flesh out the scene dynamics and Nano Banana Pro to render the final frame assets.

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.