o3 Pro Reasoning Efficiency: 50K-Token Complex Support Workloads

Complete Analysis: 53,000 tokens for o3 Pro
⚡ 50% Cached

Complete analysis of pricing, performance, and use cases for OpenAI's o3 Pro model with 50% Cached.

⚡ Caching Optimized (up to 90% savings)
$0.790000 Total Cost
53,000 Total Tokens
2 minutes, 39.18 seconds Processing Time
333 Effective Tokens/Sec

Click Recalculate to update after making changes

Select AI Model

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

Calculate Token Costs

$0.790000 Total Cost
$0.500000 Input Cost
$0.240000 Output Cost
$0.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
53,000Total Tokens
$0.014906Cost per 1K
67,089Tokens per $
📊 Advanced Cost Breakdown

Processing Speed

2m 39s Processing Time
350 Tokens/Second
300ms Time to First Token
333 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

o3 Pro OpenAI

$0.790000
Total Cost
⚡ 50% Cached 🔧 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) $1.240000 Input: $1.000000
Output: $0.240000
Optimized Cost $0.790000 Input: $1.000000
Output: $0.240000
Unit: $0.000000
Fees: $0.000000
Total Savings $0.450000 36.3% discount

Detailed Cost Analysis (from Plugin)

For 50,000 input tokens and 3,000 output tokens:

  • Input Cost: $1.000000
  • Output Cost: $0.240000
  • Total Cost: $0.790000
  • Cost per 1K tokens: $0.014906 (rounded ~ $0.01)
  • Tokens per dollar: 67,089 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: 2 minutes, 39.18 seconds
  • Latency: 300 milliseconds to first token
  • Base Throughput: 350 tokens/second
  • Effective Throughput: 333 tokens/second (temperature-adjusted)

Best Use Cases

Best for complexhigh-stakes support queries that require deep logical synthesis and multi-variable analysis.

Want this applied to YOUR actual stack?

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✨ Market Recommendations AI Model Registry

← Back to o3 Pro
📋 Active Input Parameters
Input Tokens: 50,000
Output Tokens: 3,000
Cached Tokens: 50%
Tools: Enabled
Rank AI Model & Provider Total Cost vs o3 Pro
🏆 Mistral Small 3
Mistral AI
 $0.003650 Best Value ↓ 99.5% cheaper
🥈 Grok Code Fast 1
xAI
 $0.010000 ↓ 98.7% cheaper
🥉 Gemini 3.1 Flash Lite
Google
 $0.011375 (rounded ~ $0.01) ↓ 98.6% cheaper
#4 Gemini 3.5 Flash-Lite
Google
 $0.015750 (rounded ~ $0.02) ↓ 98% cheaper
#5 Gemini 2.5 Flash
Google
 $0.015750 (rounded ~ $0.02) ↓ 98% cheaper
#6 Mistral Large 3
Mistral AI
 $0.018250 (rounded ~ $0.02) ↓ 97.7% cheaper
#7 Gemini 3.1 Flash
Google
 $0.022750 (rounded ~ $0.02) ↓ 97.1% cheaper
#8 Kimi K2.5
Moonshot AI
 $0.026550 (rounded ~ $0.03) ↓ 96.6% cheaper
#9 Gemini 3.8 Flash
Google
 $0.031875 (rounded ~ $0.03) ↓ 96% cheaper
#10 Grok Build 0.1
xAI
 $0.033500 (rounded ~ $0.03) ↓ 95.8% cheaper
#11 GPT-5.4 mini
OpenAI
 $0.034125 (rounded ~ $0.03) ↓ 95.7% cheaper
#12 o4-mini Deep Research
OpenAI
 $0.039500 ↓ 95% cheaper
#13 Kimi K2.6
Moonshot AI
 $0.039788 ↓ 95% cheaper
#14 Kimi K2.7 Code
Moonshot AI
 $0.039788 ↓ 95% cheaper
#15 Grok 4.3
xAI
 $0.041875 (rounded ~ $0.04) ↓ 94.7% cheaper
#16 Grok 4.20 Beta
xAI
 $0.041875 (rounded ~ $0.04) ↓ 94.7% cheaper
#17 Claude Haiku 4.5
Anthropic
 $0.042500 (rounded ~ $0.04) ↓ 94.6% cheaper
#18 o4-mini
OpenAI
 $0.043450 (rounded ~ $0.04) ↓ 94.5% cheaper
#19 GPT-5.6 Luna
OpenAI
 $0.045500 (rounded ~ $0.05) ↓ 94.2% cheaper
#20 Gemini 3.6 Flash
Google
 $0.063750 (rounded ~ $0.06) ↓ 91.9% cheaper
#21 Gemini 2.5 Pro
Google
 $0.064375 (rounded ~ $0.06) ↓ 91.9% cheaper
#22 Gemini 3.5 Flash
Google
 $0.068250 (rounded ~ $0.07) ↓ 91.4% cheaper
#23 Grok 4.6
xAI
 $0.073000 (rounded ~ $0.07) ↓ 90.8% cheaper
#24 Grok 4.5
xAI
 $0.073000 (rounded ~ $0.07) ↓ 90.8% cheaper
#25 Claude Sonnet 5
Anthropic
 $0.085000 (rounded ~ $0.09) ↓ 89.2% cheaper
#26 GPT-5.3 Codex Spark
OpenAI
 $0.090125 ↓ 88.6% cheaper
#27 GPT-5.3 Instant
OpenAI
 $0.090125 ↓ 88.6% cheaper
#28 Gemini 3.1 Pro
Google
 $0.091000 (rounded ~ $0.09) ↓ 88.5% cheaper
#29 GPT-5.4
OpenAI
 $0.113750 (rounded ~ $0.11) ↓ 85.6% cheaper
#30 GPT-5.4 Thinking
OpenAI
 $0.113750 (rounded ~ $0.11) ↓ 85.6% cheaper
#31 GPT-5.6 Terra
OpenAI
 $0.113750 (rounded ~ $0.11) ↓ 85.6% cheaper
#32 Claude Sonnet 4.6
Anthropic
 $0.127500 (rounded ~ $0.13) ↓ 83.9% cheaper
#33 Claude Opus 4.7
Anthropic
 $0.212500 (rounded ~ $0.21) ↓ 73.1% cheaper
#34 Claude Opus 5
Anthropic
 $0.212500 (rounded ~ $0.21) ↓ 73.1% cheaper
#35 Claude Opus 4.8
Anthropic
 $0.212500 (rounded ~ $0.21) ↓ 73.1% cheaper
#36 Claude Opus 4.6
Anthropic
 $0.212500 (rounded ~ $0.21) ↓ 73.1% cheaper
#37 GPT-5.5
OpenAI
 $0.227500 (rounded ~ $0.23) ↓ 71.2% cheaper
#38 GPT-5.5 Instant
OpenAI
 $0.227500 (rounded ~ $0.23) ↓ 71.2% cheaper
#39 GPT-5.6 Sol
OpenAI
 $0.227500 (rounded ~ $0.23) ↓ 71.2% cheaper
#40 o3 Deep Research
OpenAI
 $0.395000 (rounded ~ $0.40) ↓ 50% cheaper
#41 Claude Fable 5.1
Anthropic
 $0.406250 (rounded ~ $0.41) ↓ 48.6% cheaper
#42 Claude Mythos 5.1
Anthropic
 $0.406250 (rounded ~ $0.41) ↓ 48.6% cheaper
#43 Claude Fable 5
Anthropic
 $0.425000 (rounded ~ $0.43) ↓ 46.2% cheaper
#44 Claude Mythos 5
Anthropic
 $0.425000 (rounded ~ $0.43) ↓ 46.2% cheaper
#45 GPT-6 Astra
OpenAI
 $0.425000 (rounded ~ $0.43) ↓ 46.2% cheaper
#46 GPT-5.2 Pro
OpenAI
 $1.081500 (rounded ~ $1.08) ↑ 36.9% more
#47 GPT-5.2 Pro
OpenAI
 $1.081500 (rounded ~ $1.08) ↑ 36.9% more
🏆

Mistral Small 3
Mistral AI

$0.003650
vs o3 Pro: ↓ 99.5%
🥈

Grok Code Fast 1
xAI

$0.010000
vs o3 Pro: ↓ 98.7%
🥉

Gemini 3.1 Flash Lite
Google

$0.011375 (rounded ~ $0.01)
vs o3 Pro: ↓ 98.6%
#4

Gemini 3.5 Flash-Lite
Google

$0.015750 (rounded ~ $0.02)
vs o3 Pro: ↓ 98%
#5

Gemini 2.5 Flash
Google

$0.015750 (rounded ~ $0.02)
vs o3 Pro: ↓ 98%
#6

Mistral Large 3
Mistral AI

$0.018250 (rounded ~ $0.02)
vs o3 Pro: ↓ 97.7%
#7

Gemini 3.1 Flash
Google

$0.022750 (rounded ~ $0.02)
vs o3 Pro: ↓ 97.1%
#8

Kimi K2.5
Moonshot AI

$0.026550 (rounded ~ $0.03)
vs o3 Pro: ↓ 96.6%
#9

Gemini 3.8 Flash
Google

$0.031875 (rounded ~ $0.03)
vs o3 Pro: ↓ 96%
#10

Grok Build 0.1
xAI

$0.033500 (rounded ~ $0.03)
vs o3 Pro: ↓ 95.8%
#11

GPT-5.4 mini
OpenAI

$0.034125 (rounded ~ $0.03)
vs o3 Pro: ↓ 95.7%
#12

o4-mini Deep Research
OpenAI

$0.039500
vs o3 Pro: ↓ 95%
#13

Kimi K2.6
Moonshot AI

$0.039788
vs o3 Pro: ↓ 95%
#14

Kimi K2.7 Code
Moonshot AI

$0.039788
vs o3 Pro: ↓ 95%
#15

Grok 4.3
xAI

$0.041875 (rounded ~ $0.04)
vs o3 Pro: ↓ 94.7%
#16

Grok 4.20 Beta
xAI

$0.041875 (rounded ~ $0.04)
vs o3 Pro: ↓ 94.7%
#17

Claude Haiku 4.5
Anthropic

$0.042500 (rounded ~ $0.04)
vs o3 Pro: ↓ 94.6%
#18

o4-mini
OpenAI

$0.043450 (rounded ~ $0.04)
vs o3 Pro: ↓ 94.5%
#19

GPT-5.6 Luna
OpenAI

$0.045500 (rounded ~ $0.05)
vs o3 Pro: ↓ 94.2%
#20

Gemini 3.6 Flash
Google

$0.063750 (rounded ~ $0.06)
vs o3 Pro: ↓ 91.9%
#21

Gemini 2.5 Pro
Google

$0.064375 (rounded ~ $0.06)
vs o3 Pro: ↓ 91.9%
#22

Gemini 3.5 Flash
Google

$0.068250 (rounded ~ $0.07)
vs o3 Pro: ↓ 91.4%
#23

Grok 4.6
xAI

$0.073000 (rounded ~ $0.07)
vs o3 Pro: ↓ 90.8%
#24

Grok 4.5
xAI

$0.073000 (rounded ~ $0.07)
vs o3 Pro: ↓ 90.8%
#25

Claude Sonnet 5
Anthropic

$0.085000 (rounded ~ $0.09)
vs o3 Pro: ↓ 89.2%
#26

GPT-5.3 Codex Spark
OpenAI

$0.090125
vs o3 Pro: ↓ 88.6%
#27

GPT-5.3 Instant
OpenAI

$0.090125
vs o3 Pro: ↓ 88.6%
#28

Gemini 3.1 Pro
Google

$0.091000 (rounded ~ $0.09)
vs o3 Pro: ↓ 88.5%
#29

GPT-5.4
OpenAI

$0.113750 (rounded ~ $0.11)
vs o3 Pro: ↓ 85.6%
#30

GPT-5.4 Thinking
OpenAI

$0.113750 (rounded ~ $0.11)
vs o3 Pro: ↓ 85.6%
#31

GPT-5.6 Terra
OpenAI

$0.113750 (rounded ~ $0.11)
vs o3 Pro: ↓ 85.6%
#32

Claude Sonnet 4.6
Anthropic

$0.127500 (rounded ~ $0.13)
vs o3 Pro: ↓ 83.9%
#33

Claude Opus 4.7
Anthropic

$0.212500 (rounded ~ $0.21)
vs o3 Pro: ↓ 73.1%
#34

Claude Opus 5
Anthropic

$0.212500 (rounded ~ $0.21)
vs o3 Pro: ↓ 73.1%
#35

Claude Opus 4.8
Anthropic

$0.212500 (rounded ~ $0.21)
vs o3 Pro: ↓ 73.1%
#36

Claude Opus 4.6
Anthropic

$0.212500 (rounded ~ $0.21)
vs o3 Pro: ↓ 73.1%
#37

GPT-5.5
OpenAI

$0.227500 (rounded ~ $0.23)
vs o3 Pro: ↓ 71.2%
#38

GPT-5.5 Instant
OpenAI

$0.227500 (rounded ~ $0.23)
vs o3 Pro: ↓ 71.2%
#39

GPT-5.6 Sol
OpenAI

$0.227500 (rounded ~ $0.23)
vs o3 Pro: ↓ 71.2%
#40

o3 Deep Research
OpenAI

$0.395000 (rounded ~ $0.40)
vs o3 Pro: ↓ 50%
#41

Claude Fable 5.1
Anthropic

$0.406250 (rounded ~ $0.41)
vs o3 Pro: ↓ 48.6%
#42

Claude Mythos 5.1
Anthropic

$0.406250 (rounded ~ $0.41)
vs o3 Pro: ↓ 48.6%
#43

Claude Fable 5
Anthropic

$0.425000 (rounded ~ $0.43)
vs o3 Pro: ↓ 46.2%
#44

Claude Mythos 5
Anthropic

$0.425000 (rounded ~ $0.43)
vs o3 Pro: ↓ 46.2%
#45

GPT-6 Astra
OpenAI

$0.425000 (rounded ~ $0.43)
vs o3 Pro: ↓ 46.2%
#46

GPT-5.2 Pro
OpenAI

$1.081500 (rounded ~ $1.08)
vs o3 Pro: ↑ 36.9%
#47

GPT-5.2 Pro
OpenAI

$1.081500 (rounded ~ $1.08)
vs o3 Pro: ↑ 36.9%
✨ 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.

Deep Reasoning for High-Complexity Support

In industries like real estate and legal services, support queries often require more than simple FAQ retrieval. They demand deep reasoning—the ability to synthesize multiple variables, legal clauses, and market data into a coherent, actionable recommendation. o3 Pro is architected specifically for these high-effort reasoning tasks, providing the depth needed to resolve complex, multi-step customer concerns without manual escalation.

For teams managing enterprise-scale support, utilizing o3 Pro allows for a significant reduction in human-in-the-loop requirements. By delegating complex, ambiguous queries to a reasoning-native model, organizations can drastically improve their resolution rates for Tier 2 and Tier 3 support tickets. This is particularly valuable when your input context includes dozens of documents—contracts, property histories, or financial reports—that must be analyzed simultaneously.

Operational Considerations

  • Resolution Accuracy: The primary value proposition is the reduction of hallucinations in high-stakes environments. When accuracy is non-negotiable, the reasoning overhead is a worthwhile investment.
  • Pipeline Integration: This model fits best at the end of a routing stack. Use a lighter model for initial triage and route the complex, high-token-count cases to o3 Pro for final resolution.
  • Scale Potential: While reasoning-heavy models are more compute-intensive, their ability to solve a case in one pass significantly lowers the total token count compared to iterative, multi-step prompting on lesser models.

For organizations planning for 100M+ tokens monthly, o3 Pro offers a robust solution for automating high-value, high-context support dialogues.

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 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

o3 Pro currently costs $20.00 / $80.00 per 1M tokens. These are the models worth pricing against it, taken live from the tracked registry.

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