Nano Banana Pro vs Nano Banana 2 for E-commerce Image Scaling: 5,000 Variations

Nano Banana Pro vs Nano Banana 2
Complete Comparison: 500 input tokens × 2,000 output tokens
Comparison Mode
🖼️ 5000 Images ⚡ 25% Cached

Complete comparison of pricing, performance, and capabilities for 2 leading AI models with 5000 Images, 25% Cached.

🖼️ Multimodal Input ⚡ Caching Optimized (up to 90% savings) 📊 Batch API
Comparison Criteria Nano Banana Pro
Google
Nano Banana 2
Google
Calculation Results (Current Inputs) (5000 images, 25% cached)
Input Tokens N/A (Special Pricing) 500
Output Tokens N/A (Special Pricing) 2,000
Cost Breakdown
Input Cost N/A (Special Pricing) $0.000000
Output Cost N/A (Special Pricing) $0.000000
Unit Cost (Audio/OCR) $335.000000 $335.000000
Service Fees $0.000000 $0.000000
Total Cost $335.000000 $335.000000
Processing Time 2.26 seconds Fastest 2.45 seconds Slowest
Tokens per Second N/A (Special Pricing) 1,100
Time to First Token 50ms Best 60ms Worst
Cost per 1K tokens N/A (Special Pricing) $134.000000
Tokens per Dollar N/A (Special Pricing) 7
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base) N/A (Special Pricing) $0.000000
Output Cost / 1M (Base) N/A (Special Pricing) $0.000000
Input Cost / 1M (Optimized) N/A (Special Pricing) $0.000000
Optimizations: No optimizations applied
Output Cost / 1M (Optimized) N/A (Special Pricing) $0.000000
Optimizations: No optimizations applied
Capabilities & Advanced Features
Images Support
5000
✓ Supported ✓ Supported
Caching Support
25
✗ Not Supported requested ✗ Not Supported requested
Batch API Support ✓ Supported ✗ Not 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.

Click Recalculate to update after making changes

Select AI Model

Nano Banana Pro

GoogleMax Context: 4,096 tokens
$0.134 (std) / $0.24 (HD) / $0.48 (4K) per image
25%
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

$335.000000 Total Cost
$0.000000 Input Cost
$0.000000 Output Cost
$335.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
2,500Total Tokens
$134.000000Cost per 1K
7Tokens 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

📚 Research & Citations

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

$335.000000
Total Cost
🖼️ 5000 Image (Medium) ⚡ 25% 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) $670.000000 Input: $0.000000
Output: $0.000000
Optimized Cost $335.000000 Input: $0.000000
Output: $0.000000
Unit: $335.000000
Fees: $0.000000
Total Savings $335.000000 50.0% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 500 input tokens and 2,000 output tokens:

  • Input Cost: $0.000000
  • Output Cost: $0.000000
  • Unit Cost: $335.000000
  • Total Cost: $335.000000
  • Cost per 1K tokens: $134.000000
  • Tokens per dollar: 7 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

Pro for high-fidelityconsistent brand assets; 2 for high-speedgeneral-purpose image 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 →

Nano Banana 2 Google

$335.000000
Total Cost
🖼️ 5000 Image (Medium) ⚡ 25% Cached 📊 Batch API 🔧 Tools
👁️
Vision/Images
✓ Available
🎧
Audio Processing
✗ Not Available
🎥
Video Analysis
✗ Not Available
🔧
Tool Usage
✓ Available
📄
OCR Support
✗ Not Available
📊
Batch API
✗ Not Available
⚡
Caching
✗ Not Available

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $335.000000 Input: $0.000000
Output: $0.000000
Optimized Cost $335.000000 Input: $0.000000
Output: $0.000000
Unit: $335.000000
Fees: $0.000000

Advanced Cost Breakdown (from Plugin)

Detailed Cost Analysis (from Plugin)

For 500 input tokens and 2,000 output tokens:

  • Input Cost: $0.000000
  • Output Cost: $0.000000
  • Unit Cost: $335.000000
  • Total Cost: $335.000000
  • Cost per 1K tokens: $134.000000
  • Tokens per dollar: 7 tokens
  • Context Window: 8192 tokens
  • Thinking Source: (0 tokens)

Speed & Performance Analysis

With a processing speed of 1,100 tokens per second and 60ms time to first token:

  • Processing Time: 2.45 seconds
  • Latency: 60 milliseconds to first token
  • Base Throughput: 1,100 tokens/second

Best Use Cases

Pro for high-fidelityconsistent brand assets; 2 for high-speedgeneral-purpose image iteration.

Want this applied to YOUR actual stack?

This calculator shows the math for Nano Banana 2. 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: 500
Output Tokens: 2,000
Batch API: Enabled (50% discount)
Cached Tokens: 25%
Images: 5000 (Medium Resolution)
Tools: Enabled
Rank AI Model & Provider Total Cost vs Nano Banana Pro vs Nano Banana 2
🏆 GPT-5.6 Luna
OpenAI
 $0.100594 Best Value ↓ 100% cheaper ↓ 100% cheaper
🥈 Gemini 3.1 Flash Lite
Google
 $0.125743 (rounded ~ $0.13) ↓ 100% cheaper ↓ 100% cheaper
🥉 Gemini 3.5 Flash-Lite
Google
 $0.151242 (rounded ~ $0.15) ↓ 100% cheaper ↓ 100% cheaper
#4 Gemini 2.5 Flash
Google
 $0.151242 (rounded ~ $0.15) ↓ 100% cheaper ↓ 100% cheaper
#5 GPT-6 Luna
OpenAI
 $0.200739 ↓ 99.9% cheaper ↓ 99.9% cheaper
#6 Mistral Large 3
Mistral AI
 $0.250986 ↓ 99.9% cheaper ↓ 99.9% cheaper
#7 Gemini 3.8 Flash
Google
 $0.376854 (rounded ~ $0.38) ↓ 99.9% cheaper ↓ 99.9% cheaper
#8 Gemini 3.6 Flash
Google
 $0.376854 (rounded ~ $0.38) ↓ 99.9% cheaper ↓ 99.9% cheaper
#9 GPT-5.4 mini
OpenAI
 $0.377229 (rounded ~ $0.38) ↓ 99.9% cheaper ↓ 99.9% cheaper
#10 Claude Haiku 5.5
Anthropic
 $0.502472 (rounded ~ $0.50) ↓ 99.9% cheaper ↓ 99.9% cheaper
#11 Claude Haiku 4.5
Anthropic
 $0.502472 (rounded ~ $0.50) ↓ 99.9% cheaper ↓ 99.9% cheaper
#12 Mistral Large 4
Mistral AI
 $0.682732 (rounded ~ $0.68) ↓ 99.8% cheaper ↓ 99.8% cheaper
#13 GPT-5.3 Codex Spark
OpenAI
 $0.881951 (rounded ~ $0.88) ↓ 99.7% cheaper ↓ 99.7% cheaper
#14 GPT-5.3 Instant
OpenAI
 $0.881951 (rounded ~ $0.88) ↓ 99.7% cheaper ↓ 99.7% cheaper
#15 Claude Sonnet 5.5
Anthropic
 $0.988816 (rounded ~ $0.99) ↓ 99.7% cheaper ↓ 99.7% cheaper
#16 Claude Sonnet 5
Anthropic
 $1.004944 (rounded ~ $1.00) ↓ 99.7% cheaper ↓ 99.7% cheaper
#17 Gemini 4 Argon
Google
 $1.004944 (rounded ~ $1.00) ↓ 99.7% cheaper ↓ 99.7% cheaper
#18 Gemini 3.1 Flash
Google
 $1.005944 (rounded ~ $1.01) ↓ 99.7% cheaper ↓ 99.7% cheaper
#19 GPT-5.6 Terra
OpenAI
 $1.005944 (rounded ~ $1.01) ↓ 99.7% cheaper ↓ 99.7% cheaper
#20 Claude Sonnet 4.6
Anthropic
 $1.507416 (rounded ~ $1.51) ↓ 99.6% cheaper ↓ 99.6% cheaper
#21 Claude Opus 5.5
Anthropic
 $1.977631 (rounded ~ $1.98) ↓ 99.4% cheaper ↓ 99.4% cheaper
#22 GPT-5.6 Sol
OpenAI
 $2.009888 ↓ 99.4% cheaper ↓ 99.4% cheaper
#23 Claude Opus 4.7
Anthropic
 $2.512359 (rounded ~ $2.51) ↓ 99.3% cheaper ↓ 99.3% cheaper
#24 Claude Opus 5
Anthropic
 $2.512359 (rounded ~ $2.51) ↓ 99.3% cheaper ↓ 99.3% cheaper
#25 Claude Opus 4.8
Anthropic
 $2.512359 (rounded ~ $2.51) ↓ 99.3% cheaper ↓ 99.3% cheaper
#26 Claude Opus 4.6
Anthropic
 $2.512359 (rounded ~ $2.51) ↓ 99.3% cheaper ↓ 99.3% cheaper
#27 Gemini 2.5 Pro
Google
 $2.514859 (rounded ~ $2.51) ↓ 99.2% cheaper ↓ 99.2% cheaper
#28 GPT-5.5 Instant
OpenAI
 $2.514859 (rounded ~ $2.51) ↓ 99.2% cheaper ↓ 99.2% cheaper
#29 Grok 4.3
xAI
 $4.007775 (rounded ~ $4.01) ↓ 98.8% cheaper ↓ 98.8% cheaper
#30 GPT-6.1 Sol
OpenAI
 $4.014775 (rounded ~ $4.01) ↓ 98.8% cheaper ↓ 98.8% cheaper
#31 GPT-6 Sol
OpenAI
 $4.014775 (rounded ~ $4.01) ↓ 98.8% cheaper ↓ 98.8% cheaper
#32 Gemini 3.1 Pro
Google
 $4.017775 (rounded ~ $4.02) ↓ 98.8% cheaper ↓ 98.8% cheaper
#33 Claude Fable 5.1
Anthropic
 $4.903758 (rounded ~ $4.90) ↓ 98.5% cheaper ↓ 98.5% cheaper
#34 Claude Mythos 5.1
Anthropic
 $4.903758 (rounded ~ $4.90) ↓ 98.5% cheaper ↓ 98.5% cheaper
#35 GPT-5.4
OpenAI
 $5.022219 (rounded ~ $5.02) ↓ 98.5% cheaper ↓ 98.5% cheaper
#36 GPT-5.4 Thinking
OpenAI
 $5.022219 (rounded ~ $5.02) ↓ 98.5% cheaper ↓ 98.5% cheaper
#37 Claude Fable 5
Anthropic
 $5.024719 (rounded ~ $5.02) ↓ 98.5% cheaper ↓ 98.5% cheaper
#38 Claude Mythos 5
Anthropic
 $5.024719 (rounded ~ $5.02) ↓ 98.5% cheaper ↓ 98.5% cheaper
#39 GPT-5.5
OpenAI
 $10.044438 (rounded ~ $10.04) ↓ 97% cheaper ↓ 97% cheaper
#40 GPT-5.2 Pro
OpenAI
 $10.583409 (rounded ~ $10.58) ↓ 96.8% cheaper ↓ 96.8% cheaper
#41 GPT-6 Astra
OpenAI
 $20.098875 (rounded ~ $20.10) ↓ 94% cheaper ↓ 94% cheaper
#42 GPT-6 Astra
OpenAI
 $20.098875 (rounded ~ $20.10) ↓ 94% cheaper ↓ 94% cheaper
🏆

GPT-5.6 Luna
OpenAI

$0.100594
vs Nano Banana Pro: ↓ 100%
vs Nano Banana 2: ↓ 100%
🥈

Gemini 3.1 Flash Lite
Google

$0.125743 (rounded ~ $0.13)
vs Nano Banana Pro: ↓ 100%
vs Nano Banana 2: ↓ 100%
🥉

Gemini 3.5 Flash-Lite
Google

$0.151242 (rounded ~ $0.15)
vs Nano Banana Pro: ↓ 100%
vs Nano Banana 2: ↓ 100%
#4

Gemini 2.5 Flash
Google

$0.151242 (rounded ~ $0.15)
vs Nano Banana Pro: ↓ 100%
vs Nano Banana 2: ↓ 100%
#5

GPT-6 Luna
OpenAI

$0.200739
vs Nano Banana Pro: ↓ 99.9%
vs Nano Banana 2: ↓ 99.9%
#6

Mistral Large 3
Mistral AI

$0.250986
vs Nano Banana Pro: ↓ 99.9%
vs Nano Banana 2: ↓ 99.9%
#7

Gemini 3.8 Flash
Google

$0.376854 (rounded ~ $0.38)
vs Nano Banana Pro: ↓ 99.9%
vs Nano Banana 2: ↓ 99.9%
#8

Gemini 3.6 Flash
Google

$0.376854 (rounded ~ $0.38)
vs Nano Banana Pro: ↓ 99.9%
vs Nano Banana 2: ↓ 99.9%
#9

GPT-5.4 mini
OpenAI

$0.377229 (rounded ~ $0.38)
vs Nano Banana Pro: ↓ 99.9%
vs Nano Banana 2: ↓ 99.9%
#10

Claude Haiku 5.5
Anthropic

$0.502472 (rounded ~ $0.50)
vs Nano Banana Pro: ↓ 99.9%
vs Nano Banana 2: ↓ 99.9%
#11

Claude Haiku 4.5
Anthropic

$0.502472 (rounded ~ $0.50)
vs Nano Banana Pro: ↓ 99.9%
vs Nano Banana 2: ↓ 99.9%
#12

Mistral Large 4
Mistral AI

$0.682732 (rounded ~ $0.68)
vs Nano Banana Pro: ↓ 99.8%
vs Nano Banana 2: ↓ 99.8%
#13

GPT-5.3 Codex Spark
OpenAI

$0.881951 (rounded ~ $0.88)
vs Nano Banana Pro: ↓ 99.7%
vs Nano Banana 2: ↓ 99.7%
#14

GPT-5.3 Instant
OpenAI

$0.881951 (rounded ~ $0.88)
vs Nano Banana Pro: ↓ 99.7%
vs Nano Banana 2: ↓ 99.7%
#15

Claude Sonnet 5.5
Anthropic

$0.988816 (rounded ~ $0.99)
vs Nano Banana Pro: ↓ 99.7%
vs Nano Banana 2: ↓ 99.7%
#16

Claude Sonnet 5
Anthropic

$1.004944 (rounded ~ $1.00)
vs Nano Banana Pro: ↓ 99.7%
vs Nano Banana 2: ↓ 99.7%
#17

Gemini 4 Argon
Google

$1.004944 (rounded ~ $1.00)
vs Nano Banana Pro: ↓ 99.7%
vs Nano Banana 2: ↓ 99.7%
#18

Gemini 3.1 Flash
Google

$1.005944 (rounded ~ $1.01)
vs Nano Banana Pro: ↓ 99.7%
vs Nano Banana 2: ↓ 99.7%
#19

GPT-5.6 Terra
OpenAI

$1.005944 (rounded ~ $1.01)
vs Nano Banana Pro: ↓ 99.7%
vs Nano Banana 2: ↓ 99.7%
#20

Claude Sonnet 4.6
Anthropic

$1.507416 (rounded ~ $1.51)
vs Nano Banana Pro: ↓ 99.6%
vs Nano Banana 2: ↓ 99.6%
#21

Claude Opus 5.5
Anthropic

$1.977631 (rounded ~ $1.98)
vs Nano Banana Pro: ↓ 99.4%
vs Nano Banana 2: ↓ 99.4%
#22

GPT-5.6 Sol
OpenAI

$2.009888
vs Nano Banana Pro: ↓ 99.4%
vs Nano Banana 2: ↓ 99.4%
#23

Claude Opus 4.7
Anthropic

$2.512359 (rounded ~ $2.51)
vs Nano Banana Pro: ↓ 99.3%
vs Nano Banana 2: ↓ 99.3%
#24

Claude Opus 5
Anthropic

$2.512359 (rounded ~ $2.51)
vs Nano Banana Pro: ↓ 99.3%
vs Nano Banana 2: ↓ 99.3%
#25

Claude Opus 4.8
Anthropic

$2.512359 (rounded ~ $2.51)
vs Nano Banana Pro: ↓ 99.3%
vs Nano Banana 2: ↓ 99.3%
#26

Claude Opus 4.6
Anthropic

$2.512359 (rounded ~ $2.51)
vs Nano Banana Pro: ↓ 99.3%
vs Nano Banana 2: ↓ 99.3%
#27

Gemini 2.5 Pro
Google

$2.514859 (rounded ~ $2.51)
vs Nano Banana Pro: ↓ 99.2%
vs Nano Banana 2: ↓ 99.2%
#28

GPT-5.5 Instant
OpenAI

$2.514859 (rounded ~ $2.51)
vs Nano Banana Pro: ↓ 99.2%
vs Nano Banana 2: ↓ 99.2%
#29

Grok 4.3
xAI

$4.007775 (rounded ~ $4.01)
vs Nano Banana Pro: ↓ 98.8%
vs Nano Banana 2: ↓ 98.8%
#30

GPT-6.1 Sol
OpenAI

$4.014775 (rounded ~ $4.01)
vs Nano Banana Pro: ↓ 98.8%
vs Nano Banana 2: ↓ 98.8%
#31

GPT-6 Sol
OpenAI

$4.014775 (rounded ~ $4.01)
vs Nano Banana Pro: ↓ 98.8%
vs Nano Banana 2: ↓ 98.8%
#32

Gemini 3.1 Pro
Google

$4.017775 (rounded ~ $4.02)
vs Nano Banana Pro: ↓ 98.8%
vs Nano Banana 2: ↓ 98.8%
#33

Claude Fable 5.1
Anthropic

$4.903758 (rounded ~ $4.90)
vs Nano Banana Pro: ↓ 98.5%
vs Nano Banana 2: ↓ 98.5%
#34

Claude Mythos 5.1
Anthropic

$4.903758 (rounded ~ $4.90)
vs Nano Banana Pro: ↓ 98.5%
vs Nano Banana 2: ↓ 98.5%
#35

GPT-5.4
OpenAI

$5.022219 (rounded ~ $5.02)
vs Nano Banana Pro: ↓ 98.5%
vs Nano Banana 2: ↓ 98.5%
#36

GPT-5.4 Thinking
OpenAI

$5.022219 (rounded ~ $5.02)
vs Nano Banana Pro: ↓ 98.5%
vs Nano Banana 2: ↓ 98.5%
#37

Claude Fable 5
Anthropic

$5.024719 (rounded ~ $5.02)
vs Nano Banana Pro: ↓ 98.5%
vs Nano Banana 2: ↓ 98.5%
#38

Claude Mythos 5
Anthropic

$5.024719 (rounded ~ $5.02)
vs Nano Banana Pro: ↓ 98.5%
vs Nano Banana 2: ↓ 98.5%
#39

GPT-5.5
OpenAI

$10.044438 (rounded ~ $10.04)
vs Nano Banana Pro: ↓ 97%
vs Nano Banana 2: ↓ 97%
#40

GPT-5.2 Pro
OpenAI

$10.583409 (rounded ~ $10.58)
vs Nano Banana Pro: ↓ 96.8%
vs Nano Banana 2: ↓ 96.8%
#41

GPT-6 Astra
OpenAI

$20.098875 (rounded ~ $20.10)
vs Nano Banana Pro: ↓ 94%
vs Nano Banana 2: ↓ 94%
#42

GPT-6 Astra
OpenAI

$20.098875 (rounded ~ $20.10)
vs Nano Banana Pro: ↓ 94%
vs Nano Banana 2: ↓ 94%
✨ 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.

Selecting the right image model for e-commerce often comes down to the required balance of fidelity and operational efficiency. In the Nano Banana ecosystem, the choice between the Pro and the 2 model creates a distinct trade-off for technical leads building out image pipelines.

Nano Banana Pro is designed for precision-heavy tasks. If your product catalog requires high-fidelity textures, perfect text rendering on labels, or complex multi-image blending, the Pro version is the superior choice. Its ability to maintain consistency across variations—a critical requirement when you need to generate five distinct angles or settings for a single product—is its strongest asset.

Conversely, Nano Banana 2 serves as a more efficient option for standardizing large batches of images where the requirements are less demanding. If the workload involves simpler background replacements or generating lifestyle-context images where minor variations in style are acceptable, the 2 model often provides a faster turnaround with sufficient visual quality.

For teams managing 5,000 variations monthly, the decision rests on the complexity of the assets. If your brand guidelines mandate strict consistency across every generated image, the Pro model’s reasoning capabilities are worth the overhead. If the goal is speed and volume for social media ad testing where iteration is frequent, the 2 model offers a balanced approach that helps manage pipeline throughput without compromising on the essential visual narrative of the product.

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.

Related model pricing

Nano Banana Pro currently costs n/a / n/a per 1M tokens. These are the models worth pricing against it, taken live from the tracked registry.

Other models from the same provider

See every tracked AI pricing change →