Claude Opus 4.6 vs GPT-5.2 Pro: Multimodal Logic Cost

Claude Opus 4.6 vs GPT-5.2 Pro
Complete Comparison: 10,000 input tokens × 2,000 output tokens
Comparison Mode
🖼️ 10 Images 🎧 5min Audio

Complete comparison of pricing, performance, and capabilities for 2 leading AI models with 10 Images, 5min Audio.

🖼️ Multimodal Input 📊 Batch API
Comparison Criteria Claude Opus 4.6
Anthropic
GPT-5.2 Pro
OpenAI
Input Parameters Applied (10 images, 5min audio)
Input Tokens 10,000 10,000
Output Tokens 2,000 2,000
Calculation Results (from Plugin)
Input Cost $0.075800 (rounded ~ 0.08) Best $0.318360 (rounded ~ 0.32) Worst
Output Cost $0.050000 Best $0.336000 (rounded ~ 0.34) Worst
Unit Cost (Audio/OCR) $0.000000 $0.000000
Service Fees $0.000000 $0.000000
Total Cost $0.062900 (rounded ~ 0.06) Best Value $0.327180 (rounded ~ 0.33) Most Expensive
Processing Time 1 minute, 3.00 seconds Slowest 50.68 seconds Fastest
Tokens per Second 280 Slowest 350 Fastest
Time to First Token 380ms Worst 250ms Best
Cost per 1K tokens $0.003666 (rounded ~ 0.00) Best $0.019066 Worst
Tokens per Dollar 272,814 Best Value 52,448 Worst Value
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base) $5.000000 Best $21.000000 Worst
Output Cost / 1M (Base) $25.000000 Best $168.000000 Worst
Input Cost / 1M (Optimized) $2.500000 Best
Optimizations: 50.0% batch
$10.500000 Worst
Optimizations: 50.0% batch
Output Cost / 1M (Optimized) $12.500000 Best
Optimizations: 50.0% batch
$84.000000 Worst
Optimizations: 50.0% batch
Capabilities & Advanced Features
Images Support
10 images
✓ Supported ✓ Supported
Audio Support
5 minutes
✗ Not Supported ✗ Not Supported
Caching Support ✓ Supported ✓ Supported
Batch API Support ✓ Enabled ✓ Enabled
Fine-Tuning Mode Standard Standard
Research Mode Not Enabled Not Enabled
Thinking Enabled Not Enabled Not Enabled
Secure Tunnel Not Enabled Not Enabled
Max Reasoning Effort Not Enabled Not Enabled
Deep Research Toggle Not Enabled Not Enabled
Batch Count 1 1
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ℹ️ Batch request under 50k tokens subject to minimum charge.

Select AI Model

Claude Opus 4.6
AnthropicMax Context: 1,000,000 tokens
$5 / $25 per 1M tokens (Standard)
State-dependent pricing active. Current tier: Standard
▼
▼
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

$0.062900 Total Cost
$0.075800 Input Cost
$0.050000 Output Cost
$0.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
17,160Total Tokens
$0.003666Cost per 1K
272,814Tokens per $
🔄 Cliff Pricing Active: Using Standard pricing (standard) based on token volume.
📊 Advanced Cost Breakdown

Processing Speed

1m 3s Processing Time
280 Tokens/Second
380ms Time to First Token
272 Effective Speed

Model Comparison

Select a model to see comparisons with competitors.

Model Information

Select a model to see detailed information.

🔄 Advanced Options

⚡ Optimization
0%
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
Apply 1.5x multiplier to output tokens (GPT-5.4, Claude 4.6)
Manual thinking tokens (billed at output rate)
🔧 Special Modes
Enable 4x Tunnel Multiplier (applied after markup)
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.

Claude Opus 4.6 Anthropic 1000000

$0.062900 (rounded ~ 0.06)
Total Cost
ℹ️ Batch request under 50k tokens subject to minimum charge.
🖼️ 10 Image (Medium) 🎧 5min Audio 📊 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
92% savings

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $0.125800 (rounded ~ 0.13) Input: $0.075800 (rounded ~ 0.08)
Output: $0.050000
Optimized Cost $0.062900 (rounded ~ 0.06) Input: $0.075800 (rounded ~ 0.08)
Output: $0.050000
Unit: $0.000000
Fees: $0.000000
Total Savings $0.062900 (rounded ~ 0.06) 50.0% discount

Advanced Cost Breakdown (from Plugin)

🖼️ Multimodal Input
$0.000000
5,160 tokens
📊 Batch API
50.0% off
Asynchronous processing discount
📊 Cliff Pricing
Standard
standard pricing (threshold: 200,000)

Multimodal Input Details

🖼️ Images
Count: 10
Resolution: Medium
Tokens: 5,160
Cost: $0.000000

Detailed Cost Analysis (from Plugin)

For 10,000 input tokens and 2,000 output tokens:

  • Input Cost: $0.075800 (rounded ~ 0.08)
  • Output Cost: $0.050000
  • Total Cost: $0.062900 (rounded ~ 0.06)
  • Cost per 1K tokens: $0.003666 (rounded ~ 0.00)
  • Tokens per dollar: 272,814 tokens
  • Context Window: 1000000 tokens

Speed & Performance Analysis

With a processing speed of 280 tokens per second and 380ms time to first token:

  • Processing Time: 1 minute, 3.00 seconds
  • Latency: 380 milliseconds to first token
  • Base Throughput: 280 tokens/second
  • Effective Throughput: 272 tokens/second (temperature-adjusted)

Best Use Cases

R&D AnalysisStrategic PlanningComplex Vision Tasks

GPT-5.2 Pro OpenAI

$0.327180 (rounded ~ 0.33)
Total Cost
🖼️ 10 Image (Medium) 🎧 5min Audio 📊 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) $0.654360 (rounded ~ 0.65) Input: $0.318360 (rounded ~ 0.32)
Output: $0.336000 (rounded ~ 0.34)
Optimized Cost $0.327180 (rounded ~ 0.33) Input: $0.318360 (rounded ~ 0.32)
Output: $0.336000 (rounded ~ 0.34)
Unit: $0.000000
Fees: $0.000000
Total Savings $0.327180 (rounded ~ 0.33) 50.0% discount

Advanced Cost Breakdown (from Plugin)

🖼️ Multimodal Input
$0.000000
5,160 tokens
📊 Batch API
50.0% off
Asynchronous processing discount

Multimodal Input Details

🖼️ Images
Count: 10
Resolution: Medium
Tokens: 5,160
Cost: $0.000000

Detailed Cost Analysis (from Plugin)

For 10,000 input tokens and 2,000 output tokens:

  • Input Cost: $0.318360 (rounded ~ 0.32)
  • Output Cost: $0.336000 (rounded ~ 0.34)
  • Total Cost: $0.327180 (rounded ~ 0.33)
  • Cost per 1K tokens: $0.019066
  • Tokens per dollar: 52,448 tokens
  • Context Window: 128000 tokens

Speed & Performance Analysis

With a processing speed of 350 tokens per second and 250ms time to first token:

  • Processing Time: 50.00 seconds
  • Latency: 250 milliseconds to first token
  • Base Throughput: 350 tokens/second
  • Effective Throughput: 340 tokens/second (temperature-adjusted)

Best Use Cases

R&D AnalysisStrategic PlanningComplex Vision Tasks

✨ Market Recommendations AI Model Registry

← Back to Claude Opus 4.6
📋 Active Input Parameters
Input Tokens: 10,000
Output Tokens: 2,000
Batch API: Enabled (50% discount)
Images: 10 (Medium Resolution)
Audio: 5 minutes
Tools: Enabled
Rank AI Model & Provider Total Cost vs Claude Opus 4.6 vs GPT-5.2 Pro
🏆 Gemini 3.1 Flash Lite
Google
 $0.001638 (rounded ~ 0.00) Best Value ↓ 97.4% cheaper ↓ 99.5% cheaper
🥈 Gemini 3.1 Flash Lite
Google
 $0.001638 (rounded ~ 0.00) ↓ 97.4% cheaper ↓ 99.5% cheaper
🏆

Gemini 3.1 Flash Lite
Google

$0.001638 (rounded ~ 0.00)
vs Claude Opus 4.6: ↓ 97.4%
vs GPT-5.2 Pro: ↓ 99.5%
🥈

Gemini 3.1 Flash Lite
Google

$0.001638 (rounded ~ 0.00)
vs Claude Opus 4.6: ↓ 97.4%
vs GPT-5.2 Pro: ↓ 99.5%
✨ How recommendations work: We scan all active models in the registry that support your current inputs (🖼️ Images, 🎧 Audio), calculate costs with all your parameters, and sort by total cost (cheapest first).

Top-Tier Multimodal Reasoning

A side-by-side comparison of the world’s most powerful models. Which one handles complex visual reasoning and audio-based instructions more cost-effectively for enterprise R&D?

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.
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 audio billing work?
Audio models use duration-based billing (minutes) rather than tokens. Voxtral Realtime: $0.006/min, Async: $0.003/min. Silence/keep-alive fees apply for GPT Realtime Mini at $0.30/1M tokens. Diarization adds $0.002/min, context biasing adds $0.01 flat fee.
How do Market Recommendations work?
Our recommendation engine scans the entire model registry for alternatives that support all your current input parameters (images, video, audio, OCR, tools, etc.). It calculates exact costs with your settings and sorts by price, showing you the best value options available in the market.
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.