GPT-6 Astra vs Nano Banana Pro for 1,000 Marketing Image Prompts

GPT-6 Astra vs Nano Banana Pro
Complete Comparison: 100,000 input tokens × 2,000 output tokens
Comparison Mode
🖼️ 1000 Images ⚡ 50% Cached

Complete comparison of pricing, performance, and capabilities for 2 leading AI models with 1000 Images, 50% Cached.

🖼️ Multimodal Input ⚡ Caching Optimized (up to 90% savings) 📊 Batch API
Comparison Criteria GPT-6 Astra
OpenAI
Nano Banana Pro
Google
Calculation Results (Current Inputs) (1000 images, 50% cached)
Input Tokens 100,000 N/A (Special Pricing)
Output Tokens 2,000 N/A (Special Pricing)
Cost Breakdown
Input Cost $6.160000 N/A (Special Pricing)
Output Cost $0.100000 N/A (Special Pricing)
Unit Cost (Audio/OCR) $0.000000 $67.000000
Service Fees $0.000000 $0.000000
Total Cost $3.488000 (rounded ~ $3.49) Best Value $67.000000 Most Expensive
Processing Time 26 minutes, 29.32 seconds Slowest 1 minute, 25.18 seconds Fastest
Tokens per Second 420 N/A (Special Pricing)
Time to First Token 320ms Worst 50ms Best
Cost per 1K tokens $0.005644 (rounded ~ $0.01) N/A (Special Pricing)
Tokens per Dollar 177,179 N/A (Special Pricing)
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base) $10.000000 N/A (Special Pricing)
Output Cost / 1M (Base) $50.000000 N/A (Special Pricing)
Input Cost / 1M (Optimized) $5.000000
Optimizations: 50.0% batch
N/A (Special Pricing)
Output Cost / 1M (Optimized) $25.000000
Optimizations: 50.0% batch
N/A (Special Pricing)
Capabilities & Advanced Features
Images Support
1000
✓ Supported ✓ Supported
Caching Support
50
✓ Supported ✗ Not Supported requested
Batch API Support ✓ Supported ✓ Supported
Tool Usage Support ✓ Supported ✓ Supported
Scroll horizontally to see all data

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GPT-6 Astra

OpenAIMax Context: 1,050,000 tokens
$10 / $50 per 1M tokens (Standard)
State-dependent pricing active. Current tier: Standard
50%
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

$3.488000 Total Cost
$3.080000 Input Cost
$0.100000 Output Cost
$0.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
618,000Total Tokens
$0.005644Cost per 1K
177,179Tokens per $
🔄 Cliff Pricing Active: Using Premium pricing (premium) based on token volume.

📊 Advanced Cost Breakdown

Processing Speed

26m 29s Processing Time
420 Tokens/Second
320ms Time to First Token
389 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.

GPT-6 Astra OpenAI 1050000 🏔️ Context Cliff

$3.488000 (rounded ~ $3.49)
Total Cost
🖼️ 1000 Image (Medium) ⚡ 50% 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) $6.260000 Input: $6.160000
Output: $0.100000
Optimized Cost $3.488000 (rounded ~ $3.49) Input: $6.160000
Output: $0.100000
Unit: $0.000000
Fees: $0.000000
Total Savings $2.772000 (rounded ~ $2.77) 44.3% discount

Advanced Cost Breakdown (from Plugin)

🖼️ Multimodal Input
$0.000000
516,000 tokens
📊 Batch API
50.0% off
Asynchronous processing discount
🏔️ Context Cliff
Premium Tier
>272,000 tokens triggered premium pricing
📊 Cliff Pricing
Premium
premium pricing (threshold: 272,000)

Multimodal Input Details

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

Detailed Cost Analysis (from Plugin)

For 100,000 input tokens and 2,000 output tokens:

  • Input Cost: $6.160000
  • Output Cost: $0.100000
  • Total Cost: $3.488000 (rounded ~ $3.49)
  • Cost per 1K tokens: $0.005644 (rounded ~ $0.01)
  • Tokens per dollar: 177,179 tokens
  • Context Window: 1050000 tokens

Speed & Performance Analysis

With a processing speed of 420 tokens per second and 320ms time to first token:

  • Processing Time: 26 minutes, 29.32 seconds
  • Latency: 320 milliseconds to first token
  • Base Throughput: 420 tokens/second
  • Effective Throughput: 389 tokens/second (temperature-adjusted)

Best Use Cases

Best for complex marketing workflows where prompt engineering (GPT-6 Astra) is separated from high-fidelity visual generation (Nano Banana Pro).

Want this applied to YOUR actual stack?

This calculator shows the math for GPT-6 Astra. 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 Pro Google

$67.000000
Total Cost
🖼️ 1000 Image (Medium) ⚡ 50% 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 100,000 input tokens and 2,000 output tokens:

  • Input Cost: $0.000000
  • Output Cost: $0.000000
  • Unit Cost: $67.000000
  • Total Cost: $67.000000
  • Cost per 1K tokens: $0.656863 (rounded ~ $0.66)
  • Tokens per dollar: 1,522 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: 1 minute, 25.18 seconds
  • Latency: 50 milliseconds to first token
  • Base Throughput: 1,200 tokens/second

Best Use Cases

Best for complex marketing workflows where prompt engineering (GPT-6 Astra) is separated from high-fidelity visual generation (Nano Banana Pro).

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 →

✨ Market Recommendations AI Model Registry

← Back to GPT-6 Astra
📋 Active Input Parameters
Input Tokens: 100,000
Output Tokens: 2,000
Batch API: Enabled (50% discount)
Cached Tokens: 50%
Images: 1000 (Medium Resolution)
Tools: Enabled
Rank AI Model & Provider Total Cost vs GPT-6 Astra vs Nano Banana Pro
🏆 GPT-5.6 Luna
OpenAI
 $0.017540 (rounded ~ $0.02) Best Value ↓ 99.5% cheaper ↓ 100% cheaper
🥈 Gemini 3.1 Flash Lite
Google
 $0.021925 (rounded ~ $0.02) ↓ 99.4% cheaper ↓ 100% cheaper
🥉 Gemini 3.5 Flash-Lite
Google
 $0.026660 (rounded ~ $0.03) ↓ 99.2% cheaper ↓ 100% cheaper
#4 Gemini 2.5 Flash
Google
 $0.026660 (rounded ~ $0.03) ↓ 99.2% cheaper ↓ 100% cheaper
#5 GPT-6 Luna
OpenAI
 $0.034630 (rounded ~ $0.03) ↓ 99% cheaper ↓ 99.9% cheaper
#6 Mistral Large 3
Mistral AI
 $0.043350 (rounded ~ $0.04) ↓ 98.8% cheaper ↓ 99.9% cheaper
#7 Gemini 3.8 Flash
Google
 $0.065400 (rounded ~ $0.07) ↓ 98.1% cheaper ↓ 99.9% cheaper
#8 Gemini 3.6 Flash
Google
 $0.065400 (rounded ~ $0.07) ↓ 98.1% cheaper ↓ 99.9% cheaper
#9 GPT-5.4 mini
OpenAI
 $0.065775 (rounded ~ $0.07) ↓ 98.1% cheaper ↓ 99.9% cheaper
#10 Claude Haiku 5.5
Anthropic
 $0.087200 (rounded ~ $0.09) ↓ 97.5% cheaper ↓ 99.9% cheaper
#11 Claude Haiku 4.5
Anthropic
 $0.087200 (rounded ~ $0.09) ↓ 97.5% cheaper ↓ 99.9% cheaper
#12 Mistral Large 4
Mistral AI
 $0.117962 (rounded ~ $0.12) ↓ 96.6% cheaper ↓ 99.8% cheaper
#13 GPT-5.3 Codex Spark
OpenAI
 $0.155225 (rounded ~ $0.16) ↓ 95.5% cheaper ↓ 99.8% cheaper
#14 GPT-5.3 Instant
OpenAI
 $0.155225 (rounded ~ $0.16) ↓ 95.5% cheaper ↓ 99.8% cheaper
#15 Claude Sonnet 5.5
Anthropic
 $0.166700 (rounded ~ $0.17) ↓ 95.2% cheaper ↓ 99.8% cheaper
#16 Claude Sonnet 5
Anthropic
 $0.174400 (rounded ~ $0.17) ↓ 95% cheaper ↓ 99.7% cheaper
#17 Gemini 4 Argon
Google
 $0.174400 (rounded ~ $0.17) ↓ 95% cheaper ↓ 99.7% cheaper
#18 Gemini 3.1 Flash
Google
 $0.175400 (rounded ~ $0.18) ↓ 95% cheaper ↓ 99.7% cheaper
#19 GPT-5.6 Terra
OpenAI
 $0.175400 (rounded ~ $0.18) ↓ 95% cheaper ↓ 99.7% cheaper
#20 Claude Sonnet 4.6
Anthropic
 $0.261600 (rounded ~ $0.26) ↓ 92.5% cheaper ↓ 99.6% cheaper
#21 Claude Opus 5.5
Anthropic
 $0.333400 (rounded ~ $0.33) ↓ 90.4% cheaper ↓ 99.5% cheaper
#22 GPT-5.6 Sol
OpenAI
 $0.348800 (rounded ~ $0.35) ↓ 90% cheaper ↓ 99.5% cheaper
#23 Claude Opus 4.7
Anthropic
 $0.436000 (rounded ~ $0.44) ↓ 87.5% cheaper ↓ 99.3% cheaper
#24 Claude Opus 5
Anthropic
 $0.436000 (rounded ~ $0.44) ↓ 87.5% cheaper ↓ 99.3% cheaper
#25 Claude Opus 4.8
Anthropic
 $0.436000 (rounded ~ $0.44) ↓ 87.5% cheaper ↓ 99.3% cheaper
#26 Claude Opus 4.6
Anthropic
 $0.436000 (rounded ~ $0.44) ↓ 87.5% cheaper ↓ 99.3% cheaper
#27 Gemini 2.5 Pro
Google
 $0.438500 (rounded ~ $0.44) ↓ 87.4% cheaper ↓ 99.3% cheaper
#28 GPT-5.5 Instant
OpenAI
 $0.438500 (rounded ~ $0.44) ↓ 87.4% cheaper ↓ 99.3% cheaper
#29 Grok 4.3
xAI
 $0.685600 (rounded ~ $0.69) ↓ 80.3% cheaper ↓ 99% cheaper
#30 GPT-6.1 Sol
OpenAI
 $0.692600 (rounded ~ $0.69) ↓ 80.1% cheaper ↓ 99% cheaper
#31 GPT-6 Sol
OpenAI
 $0.692600 (rounded ~ $0.69) ↓ 80.1% cheaper ↓ 99% cheaper
#32 Gemini 3.1 Pro
Google
 $0.695600 (rounded ~ $0.70) ↓ 80.1% cheaper ↓ 99% cheaper
#33 Claude Fable 5.1
Anthropic
 $0.814250 (rounded ~ $0.81) ↓ 76.7% cheaper ↓ 98.8% cheaper
#34 Claude Mythos 5.1
Anthropic
 $0.814250 (rounded ~ $0.81) ↓ 76.7% cheaper ↓ 98.8% cheaper
#35 GPT-5.4
OpenAI
 $0.869500 ↓ 75.1% cheaper ↓ 98.7% cheaper
#36 GPT-5.4 Thinking
OpenAI
 $0.869500 ↓ 75.1% cheaper ↓ 98.7% cheaper
#37 Claude Fable 5
Anthropic
 $0.872000 (rounded ~ $0.87) ↓ 75% cheaper ↓ 98.7% cheaper
#38 Claude Mythos 5
Anthropic
 $0.872000 (rounded ~ $0.87) ↓ 75% cheaper ↓ 98.7% cheaper
#39 GPT-5.5
OpenAI
 $1.739000 (rounded ~ $1.74) ↓ 50.1% cheaper ↓ 97.4% cheaper
#40 GPT-5.2 Pro
OpenAI
 $1.862700 (rounded ~ $1.86) ↓ 46.6% cheaper ↓ 97.2% cheaper
#41 GPT-5.2 Pro
OpenAI
 $1.862700 (rounded ~ $1.86) ↓ 46.6% cheaper ↓ 97.2% cheaper
🏆

GPT-5.6 Luna
OpenAI

$0.017540 (rounded ~ $0.02)
vs GPT-6 Astra: ↓ 99.5%
vs Nano Banana Pro: ↓ 100%
🥈

Gemini 3.1 Flash Lite
Google

$0.021925 (rounded ~ $0.02)
vs GPT-6 Astra: ↓ 99.4%
vs Nano Banana Pro: ↓ 100%
🥉

Gemini 3.5 Flash-Lite
Google

$0.026660 (rounded ~ $0.03)
vs GPT-6 Astra: ↓ 99.2%
vs Nano Banana Pro: ↓ 100%
#4

Gemini 2.5 Flash
Google

$0.026660 (rounded ~ $0.03)
vs GPT-6 Astra: ↓ 99.2%
vs Nano Banana Pro: ↓ 100%
#5

GPT-6 Luna
OpenAI

$0.034630 (rounded ~ $0.03)
vs GPT-6 Astra: ↓ 99%
vs Nano Banana Pro: ↓ 99.9%
#6

Mistral Large 3
Mistral AI

$0.043350 (rounded ~ $0.04)
vs GPT-6 Astra: ↓ 98.8%
vs Nano Banana Pro: ↓ 99.9%
#7

Gemini 3.8 Flash
Google

$0.065400 (rounded ~ $0.07)
vs GPT-6 Astra: ↓ 98.1%
vs Nano Banana Pro: ↓ 99.9%
#8

Gemini 3.6 Flash
Google

$0.065400 (rounded ~ $0.07)
vs GPT-6 Astra: ↓ 98.1%
vs Nano Banana Pro: ↓ 99.9%
#9

GPT-5.4 mini
OpenAI

$0.065775 (rounded ~ $0.07)
vs GPT-6 Astra: ↓ 98.1%
vs Nano Banana Pro: ↓ 99.9%
#10

Claude Haiku 5.5
Anthropic

$0.087200 (rounded ~ $0.09)
vs GPT-6 Astra: ↓ 97.5%
vs Nano Banana Pro: ↓ 99.9%
#11

Claude Haiku 4.5
Anthropic

$0.087200 (rounded ~ $0.09)
vs GPT-6 Astra: ↓ 97.5%
vs Nano Banana Pro: ↓ 99.9%
#12

Mistral Large 4
Mistral AI

$0.117962 (rounded ~ $0.12)
vs GPT-6 Astra: ↓ 96.6%
vs Nano Banana Pro: ↓ 99.8%
#13

GPT-5.3 Codex Spark
OpenAI

$0.155225 (rounded ~ $0.16)
vs GPT-6 Astra: ↓ 95.5%
vs Nano Banana Pro: ↓ 99.8%
#14

GPT-5.3 Instant
OpenAI

$0.155225 (rounded ~ $0.16)
vs GPT-6 Astra: ↓ 95.5%
vs Nano Banana Pro: ↓ 99.8%
#15

Claude Sonnet 5.5
Anthropic

$0.166700 (rounded ~ $0.17)
vs GPT-6 Astra: ↓ 95.2%
vs Nano Banana Pro: ↓ 99.8%
#16

Claude Sonnet 5
Anthropic

$0.174400 (rounded ~ $0.17)
vs GPT-6 Astra: ↓ 95%
vs Nano Banana Pro: ↓ 99.7%
#17

Gemini 4 Argon
Google

$0.174400 (rounded ~ $0.17)
vs GPT-6 Astra: ↓ 95%
vs Nano Banana Pro: ↓ 99.7%
#18

Gemini 3.1 Flash
Google

$0.175400 (rounded ~ $0.18)
vs GPT-6 Astra: ↓ 95%
vs Nano Banana Pro: ↓ 99.7%
#19

GPT-5.6 Terra
OpenAI

$0.175400 (rounded ~ $0.18)
vs GPT-6 Astra: ↓ 95%
vs Nano Banana Pro: ↓ 99.7%
#20

Claude Sonnet 4.6
Anthropic

$0.261600 (rounded ~ $0.26)
vs GPT-6 Astra: ↓ 92.5%
vs Nano Banana Pro: ↓ 99.6%
#21

Claude Opus 5.5
Anthropic

$0.333400 (rounded ~ $0.33)
vs GPT-6 Astra: ↓ 90.4%
vs Nano Banana Pro: ↓ 99.5%
#22

GPT-5.6 Sol
OpenAI

$0.348800 (rounded ~ $0.35)
vs GPT-6 Astra: ↓ 90%
vs Nano Banana Pro: ↓ 99.5%
#23

Claude Opus 4.7
Anthropic

$0.436000 (rounded ~ $0.44)
vs GPT-6 Astra: ↓ 87.5%
vs Nano Banana Pro: ↓ 99.3%
#24

Claude Opus 5
Anthropic

$0.436000 (rounded ~ $0.44)
vs GPT-6 Astra: ↓ 87.5%
vs Nano Banana Pro: ↓ 99.3%
#25

Claude Opus 4.8
Anthropic

$0.436000 (rounded ~ $0.44)
vs GPT-6 Astra: ↓ 87.5%
vs Nano Banana Pro: ↓ 99.3%
#26

Claude Opus 4.6
Anthropic

$0.436000 (rounded ~ $0.44)
vs GPT-6 Astra: ↓ 87.5%
vs Nano Banana Pro: ↓ 99.3%
#27

Gemini 2.5 Pro
Google

$0.438500 (rounded ~ $0.44)
vs GPT-6 Astra: ↓ 87.4%
vs Nano Banana Pro: ↓ 99.3%
#28

GPT-5.5 Instant
OpenAI

$0.438500 (rounded ~ $0.44)
vs GPT-6 Astra: ↓ 87.4%
vs Nano Banana Pro: ↓ 99.3%
#29

Grok 4.3
xAI

$0.685600 (rounded ~ $0.69)
vs GPT-6 Astra: ↓ 80.3%
vs Nano Banana Pro: ↓ 99%
#30

GPT-6.1 Sol
OpenAI

$0.692600 (rounded ~ $0.69)
vs GPT-6 Astra: ↓ 80.1%
vs Nano Banana Pro: ↓ 99%
#31

GPT-6 Sol
OpenAI

$0.692600 (rounded ~ $0.69)
vs GPT-6 Astra: ↓ 80.1%
vs Nano Banana Pro: ↓ 99%
#32

Gemini 3.1 Pro
Google

$0.695600 (rounded ~ $0.70)
vs GPT-6 Astra: ↓ 80.1%
vs Nano Banana Pro: ↓ 99%
#33

Claude Fable 5.1
Anthropic

$0.814250 (rounded ~ $0.81)
vs GPT-6 Astra: ↓ 76.7%
vs Nano Banana Pro: ↓ 98.8%
#34

Claude Mythos 5.1
Anthropic

$0.814250 (rounded ~ $0.81)
vs GPT-6 Astra: ↓ 76.7%
vs Nano Banana Pro: ↓ 98.8%
#35

GPT-5.4
OpenAI

$0.869500
vs GPT-6 Astra: ↓ 75.1%
vs Nano Banana Pro: ↓ 98.7%
#36

GPT-5.4 Thinking
OpenAI

$0.869500
vs GPT-6 Astra: ↓ 75.1%
vs Nano Banana Pro: ↓ 98.7%
#37

Claude Fable 5
Anthropic

$0.872000 (rounded ~ $0.87)
vs GPT-6 Astra: ↓ 75%
vs Nano Banana Pro: ↓ 98.7%
#38

Claude Mythos 5
Anthropic

$0.872000 (rounded ~ $0.87)
vs GPT-6 Astra: ↓ 75%
vs Nano Banana Pro: ↓ 98.7%
#39

GPT-5.5
OpenAI

$1.739000 (rounded ~ $1.74)
vs GPT-6 Astra: ↓ 50.1%
vs Nano Banana Pro: ↓ 97.4%
#40

GPT-5.2 Pro
OpenAI

$1.862700 (rounded ~ $1.86)
vs GPT-6 Astra: ↓ 46.6%
vs Nano Banana Pro: ↓ 97.2%
#41

GPT-5.2 Pro
OpenAI

$1.862700 (rounded ~ $1.86)
vs GPT-6 Astra: ↓ 46.6%
vs Nano Banana Pro: ↓ 97.2%
✨ 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 AI partner for a marketing image campaign requires distinguishing between the creative generation engine and the reasoning layer responsible for prompt engineering. For teams processing 1,000 image prompts monthly, the choice between GPT-6 Astra and Nano Banana Pro involves understanding where your primary bottleneck lies: creative intent or visual execution.

GPT-6 Astra shines as a reasoning partner. In an image-heavy workflow, it acts as a strategic architect, taking high-level campaign themes and breaking them down into precise, technically accurate prompts. Its strength lies in handling complex constraints, such as ensuring specific brand elements are described correctly or adapting prompts for different audience segments. If your team struggles with ‘prompt drift’—where images lose their stylistic consistency over time—GPT-6 Astra provides the structural stability needed to keep output aligned with your creative brief.

Conversely, Nano Banana Pro is your production engine. It is built to execute the visual requirements generated by your reasoning layer. While it can process text, its true value is realized during the transformation of those prompts into high-quality assets. The most efficient workflows often pair these two: using GPT-6 Astra to refine the creative strategy and prompt engineering, and routing those instructions to Nano Banana Pro for final generation. This bifurcation allows you to maximize the high-level intelligence of your reasoning model while leveraging the specialized visual synthesis capabilities of the generation model.

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

GPT-6 Astra currently costs $10.00 / $50.00 per 1M tokens. These are the models worth pricing against it, taken live from the tracked registry.

Compare across providers

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