o3 Pro vs Claude Opus 4.6: Logic & Creative Strategy

o3 Pro vs Claude Opus 4.6
Complete Comparison: 100,000 input tokens × 50,000 output tokens
Comparison Mode

Complete comparison of pricing, performance, and capabilities for 2 leading AI models .

📊 Batch API
Comparison Criteria o3 Pro
OpenAI
Claude Opus 4.6
Anthropic
Calculation Results (Current Inputs)
Input Tokens 100,000 100,000
Output Tokens 50,000 50,000
Cost Breakdown
Input Cost $0.500000Worst $0.125000 (rounded ~ $0.13)Best
Output Cost $1.000000Worst $0.312500 (rounded ~ $0.31)Best
Unit Cost (Audio/OCR) $0.000000 $0.000000
Service Fees $0.000000 $0.000000
Total Cost $1.500000 Most Expensive $0.437500 (rounded ~ $0.44) Best Value
Processing Time 7 minutes, 17.32 seconds Fastest 9 minutes, 6.61 seconds Slowest
Tokens per Second 350Fastest 280Slowest
Time to First Token 300ms Best 380ms Worst
Cost per 1K tokens $0.010000Worst $0.002917Best
Tokens per Dollar 100,000Worst Value 342,857Best Value
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base) $5.000000Worst $1.250000Best
Output Cost / 1M (Base) $20.000000Worst $6.250000Best
Input Cost / 1M (Optimized) $2.500000Worst
Optimizations: 50.0% batch
$0.625000 (rounded ~ $0.63)Best
Optimizations: 50.0% batch
Output Cost / 1M (Optimized) $10.000000Worst
Optimizations: 50.0% batch
$3.125000 (rounded ~ $3.13)Best
Optimizations: 50.0% batch
Capabilities & Advanced Features
Images Support ✓ Supported ✓ Supported
Caching Support ✓ Supported ✓ Supported
Batch API Support ✓ Supported ✓ Supported
Tool Usage Support ✓ Supported ✓ Supported
Scroll horizontally to see all data

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Select AI Model

o3 Pro
OpenAIMax Context: 200,000 tokens
$20 / $80 per 1M tokens
▼
▼
Use Batch API (50% discount)
0%
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.

Calculate Token Costs

$1.500000 Total Cost
$0.500000 Input Cost
$1.000000 Output Cost
$0.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
150,000Total Tokens
$0.010000Cost per 1K
100,000Tokens per $
📊 Advanced Cost Breakdown

Processing Speed

7m 17s Processing Time
350 Tokens/Second
300ms Time to First Token
343 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.

o3 Pro OpenAI

$1.500000
Total Cost
📊 Batch API
👁️
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) $1.500000 Input: $0.500000
Output: $1.000000
Optimized Cost $1.500000 Input: $0.500000
Output: $1.000000
Unit: $0.000000
Fees: $0.000000

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 100,000 input tokens and 50,000 output tokens:

  • Input Cost: $0.500000
  • Output Cost: $1.000000
  • Total Cost: $1.500000
  • Cost per 1K tokens: $0.010000
  • Tokens per dollar: 100,000 tokens
  • Context Window: 200000 tokens

Speed & Performance Analysis

With a processing speed of 350 tokens per second and 300ms time to first token:

  • Processing Time: 7 minutes, 17.32 seconds
  • Latency: 300 milliseconds to first token
  • Base Throughput: 350 tokens/second
  • Effective Throughput: 343 tokens/second (temperature-adjusted)

Best Use Cases

Financial ModelingLegal Drafting

Want this applied to YOUR actual stack?

This calculator shows the math for o3 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 →

Claude Opus 4.6 Anthropic 1000000

$0.437500 (rounded ~ $0.44)
Total Cost
📊 Batch API
👁️
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) $0.437500 (rounded ~ $0.44) Input: $0.125000 (rounded ~ $0.13)
Output: $0.312500 (rounded ~ $0.31)
Optimized Cost $0.437500 (rounded ~ $0.44) Input: $0.125000 (rounded ~ $0.13)
Output: $0.312500 (rounded ~ $0.31)
Unit: $0.000000
Fees: $0.000000

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 100,000 input tokens and 50,000 output tokens:

  • Input Cost: $0.125000 (rounded ~ $0.13)
  • Output Cost: $0.312500 (rounded ~ $0.31)
  • Total Cost: $0.437500 (rounded ~ $0.44)
  • Cost per 1K tokens: $0.002917
  • Tokens per dollar: 342,857 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: 9 minutes, 6.61 seconds
  • Latency: 380 milliseconds to first token
  • Base Throughput: 280 tokens/second
  • Effective Throughput: 275 tokens/second (temperature-adjusted)

Best Use Cases

Financial ModelingLegal Drafting

Want this applied to YOUR actual stack?

This calculator shows the math for Claude Opus 4.6. 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 o3 Pro
📋 Active Input Parameters
Input Tokens: 100,000
Output Tokens: 50,000
Batch API: Enabled (50% discount)
Rank AI Model & Provider Total Cost vs o3 Pro vs Claude Opus 4.6
🏆 Devstral Small 2
Mistral AI
 $0.006250 (rounded ~ $0.01) Best Value ↓ 99.6% cheaper ↓ 98.6% cheaper
🥈 Nemotron 3 Super
Mistral AI
 $0.017750 (rounded ~ $0.02) ↓ 98.8% cheaper ↓ 95.9% cheaper
🥉 Devstral 2
Mistral AI
 $0.021250 (rounded ~ $0.02) ↓ 98.6% cheaper ↓ 95.1% cheaper
#4 Llama 4 Scout
Meta AI
 $0.023000 (rounded ~ $0.02) ↓ 98.5% cheaper ↓ 94.7% cheaper
#5 Grok Code Fast 1
xAI
 $0.023750 (rounded ~ $0.02) ↓ 98.4% cheaper ↓ 94.6% cheaper
#6 Gemini 3.1 Flash Lite
Google
 $0.025000 (rounded ~ $0.03) ↓ 98.3% cheaper ↓ 94.3% cheaper
#7 Mistral Large 3
Mistral AI
 $0.031250 (rounded ~ $0.03) ↓ 97.9% cheaper ↓ 92.9% cheaper
#8 Gemini 2.5 Flash
Google
 $0.038750 (rounded ~ $0.04) ↓ 97.4% cheaper ↓ 91.1% cheaper
#9 Llama 4 Maverick (400B)
Meta AI
 $0.045000 (rounded ~ $0.05) ↓ 97% cheaper ↓ 89.7% cheaper
#10 Grok 4.3
xAI
 $0.062500 (rounded ~ $0.06) ↓ 95.8% cheaper ↓ 85.7% cheaper
#11 GPT-5.4 mini
OpenAI
 $0.075000 (rounded ~ $0.08) ↓ 95% cheaper ↓ 82.9% cheaper
#12 o4-mini
OpenAI
 $0.082500 (rounded ~ $0.08) ↓ 94.5% cheaper ↓ 81.1% cheaper
#13 Claude Haiku 4.5
Anthropic
 $0.087500 (rounded ~ $0.09) ↓ 94.2% cheaper ↓ 80% cheaper
#14 Gemini 3.1 Flash
Google
 $0.100000 ↓ 93.3% cheaper ↓ 77.1% cheaper
#15 Grok 4.20 Beta
xAI
 $0.125000 (rounded ~ $0.13) ↓ 91.7% cheaper ↓ 71.4% cheaper
#16 Gemini 3.5 Flash
Google
 $0.150000 ↓ 90% cheaper ↓ 65.7% cheaper
#17 GPT-5.3 Codex Spark
OpenAI
 $0.218750 (rounded ~ $0.22) ↓ 85.4% cheaper ↓ 50% cheaper
#18 Claude Sonnet 4.6
Anthropic
 $0.262500 (rounded ~ $0.26) ↓ 82.5% cheaper ↓ 40% cheaper
#19 Gemini 2.5 Pro
Google
 $0.312500 (rounded ~ $0.31) ↓ 79.2% cheaper ↓ 28.6% cheaper
#20 Gemini 3.1 Pro
Google
 $0.400000 ↓ 73.3% cheaper ↓ 8.6% cheaper
#21 Claude Opus 4.7
Anthropic
 $0.437500 (rounded ~ $0.44) ↓ 70.8% cheaper Same price
#22 Claude Opus 4.8
Anthropic
 $0.437500 (rounded ~ $0.44) ↓ 70.8% cheaper Same price
#23 Claude Opus 4.6
Anthropic
 $0.437500 (rounded ~ $0.44) ↓ 70.8% cheaper Same price
#24 GPT-5.4
OpenAI
 $0.500000 ↓ 66.7% cheaper ↑ 14.3% more
#25 GPT-5.4 Thinking
OpenAI
 $0.500000 ↓ 66.7% cheaper ↑ 14.3% more
#26 GPT-5.5 Instant
OpenAI
 $0.500000 ↓ 66.7% cheaper ↑ 14.3% more
#27 o3 Deep Research
OpenAI
 $0.750000 ↓ 50% cheaper ↑ 71.4% more
#28 GPT-5.5
OpenAI
 $1.000000 ↓ 33.3% cheaper ↑ 128.6% more
#29 GPT-5.5 Pro
OpenAI
 $3.000000 ↑ 100% more ↑ 585.7% more
#30 GPT-5.5 Pro
OpenAI
 $3.000000 ↑ 100% more ↑ 585.7% more
🏆

Devstral Small 2
Mistral AI

$0.006250 (rounded ~ $0.01)
vs o3 Pro: ↓ 99.6%
vs Claude Opus 4.6: ↓ 98.6%
🥈

Nemotron 3 Super
Mistral AI

$0.017750 (rounded ~ $0.02)
vs o3 Pro: ↓ 98.8%
vs Claude Opus 4.6: ↓ 95.9%
🥉

Devstral 2
Mistral AI

$0.021250 (rounded ~ $0.02)
vs o3 Pro: ↓ 98.6%
vs Claude Opus 4.6: ↓ 95.1%
#4

Llama 4 Scout
Meta AI

$0.023000 (rounded ~ $0.02)
vs o3 Pro: ↓ 98.5%
vs Claude Opus 4.6: ↓ 94.7%
#5

Grok Code Fast 1
xAI

$0.023750 (rounded ~ $0.02)
vs o3 Pro: ↓ 98.4%
vs Claude Opus 4.6: ↓ 94.6%
#6

Gemini 3.1 Flash Lite
Google

$0.025000 (rounded ~ $0.03)
vs o3 Pro: ↓ 98.3%
vs Claude Opus 4.6: ↓ 94.3%
#7

Mistral Large 3
Mistral AI

$0.031250 (rounded ~ $0.03)
vs o3 Pro: ↓ 97.9%
vs Claude Opus 4.6: ↓ 92.9%
#8

Gemini 2.5 Flash
Google

$0.038750 (rounded ~ $0.04)
vs o3 Pro: ↓ 97.4%
vs Claude Opus 4.6: ↓ 91.1%
#9

Llama 4 Maverick (400B)
Meta AI

$0.045000 (rounded ~ $0.05)
vs o3 Pro: ↓ 97%
vs Claude Opus 4.6: ↓ 89.7%
#10

Grok 4.3
xAI

$0.062500 (rounded ~ $0.06)
vs o3 Pro: ↓ 95.8%
vs Claude Opus 4.6: ↓ 85.7%
#11

GPT-5.4 mini
OpenAI

$0.075000 (rounded ~ $0.08)
vs o3 Pro: ↓ 95%
vs Claude Opus 4.6: ↓ 82.9%
#12

o4-mini
OpenAI

$0.082500 (rounded ~ $0.08)
vs o3 Pro: ↓ 94.5%
vs Claude Opus 4.6: ↓ 81.1%
#13

Claude Haiku 4.5
Anthropic

$0.087500 (rounded ~ $0.09)
vs o3 Pro: ↓ 94.2%
vs Claude Opus 4.6: ↓ 80%
#14

Gemini 3.1 Flash
Google

$0.100000
vs o3 Pro: ↓ 93.3%
vs Claude Opus 4.6: ↓ 77.1%
#15

Grok 4.20 Beta
xAI

$0.125000 (rounded ~ $0.13)
vs o3 Pro: ↓ 91.7%
vs Claude Opus 4.6: ↓ 71.4%
#16

Gemini 3.5 Flash
Google

$0.150000
vs o3 Pro: ↓ 90%
vs Claude Opus 4.6: ↓ 65.7%
#17

GPT-5.3 Codex Spark
OpenAI

$0.218750 (rounded ~ $0.22)
vs o3 Pro: ↓ 85.4%
vs Claude Opus 4.6: ↓ 50%
#18

Claude Sonnet 4.6
Anthropic

$0.262500 (rounded ~ $0.26)
vs o3 Pro: ↓ 82.5%
vs Claude Opus 4.6: ↓ 40%
#19

Gemini 2.5 Pro
Google

$0.312500 (rounded ~ $0.31)
vs o3 Pro: ↓ 79.2%
vs Claude Opus 4.6: ↓ 28.6%
#20

Gemini 3.1 Pro
Google

$0.400000
vs o3 Pro: ↓ 73.3%
vs Claude Opus 4.6: ↓ 8.6%
#21

Claude Opus 4.7
Anthropic

$0.437500 (rounded ~ $0.44)
vs o3 Pro: ↓ 70.8%
vs Claude Opus 4.6: Same
#22

Claude Opus 4.8
Anthropic

$0.437500 (rounded ~ $0.44)
vs o3 Pro: ↓ 70.8%
vs Claude Opus 4.6: Same
#23

Claude Opus 4.6
Anthropic

$0.437500 (rounded ~ $0.44)
vs o3 Pro: ↓ 70.8%
vs Claude Opus 4.6: Same
#24

GPT-5.4
OpenAI

$0.500000
vs o3 Pro: ↓ 66.7%
vs Claude Opus 4.6: ↑ 14.3%
#25

GPT-5.4 Thinking
OpenAI

$0.500000
vs o3 Pro: ↓ 66.7%
vs Claude Opus 4.6: ↑ 14.3%
#26

GPT-5.5 Instant
OpenAI

$0.500000
vs o3 Pro: ↓ 66.7%
vs Claude Opus 4.6: ↑ 14.3%
#27

o3 Deep Research
OpenAI

$0.750000
vs o3 Pro: ↓ 50%
vs Claude Opus 4.6: ↑ 71.4%
#28

GPT-5.5
OpenAI

$1.000000
vs o3 Pro: ↓ 33.3%
vs Claude Opus 4.6: ↑ 128.6%
#29

GPT-5.5 Pro
OpenAI

$3.000000
vs o3 Pro: ↑ 100%
vs Claude Opus 4.6: ↑ 585.7%
#30

GPT-5.5 Pro
OpenAI

$3.000000
vs o3 Pro: ↑ 100%
vs Claude Opus 4.6: ↑ 585.7%
✨ 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.

High-Stakes AI

For mission-critical tasks, o3 Pro and Claude Opus 4.6 are the leaders. o3 Pro offers surgical reasoning effort levels for complex coding and math. Opus 4.6 provides 1M context and human-aligned nuance for legal briefs and creative direction. Use o3 Pro for ‘Infinite Logic’ tasks; use Opus 4.6 for ‘Infinite Context’ tasks.

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 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.