Orchestrating 50K-Token Agent Tasks for 100M-Token Monthly Pipelines

o3 Pro vs Claude Opus 4.7
Complete Comparison: 50,000 input tokens × 1,500 output tokens
Comparison Mode
⚡ 25% Cached

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

⚡ Caching Optimized (up to 90% savings) 📊 Batch API
Comparison Criteria o3 Pro
OpenAI
Claude Opus 4.7
Anthropic
Calculation Results (Current Inputs) (25% cached)
Input Tokens 50,000 50,000
Output Tokens 1,500 1,500
Cost Breakdown
Input Cost $0.250000Worst $0.062500 (rounded ~ $0.06)Best
Output Cost $0.030000Worst $0.009375Best
Unit Cost (Audio/OCR) $0.000000 $0.000000
Service Fees $0.000000 $0.000000
Total Cost $0.223750 (rounded ~ $0.22) Most Expensive $0.057813 (rounded ~ $0.06) Best Value
Processing Time 2 minutes, 30.27 seconds Fastest 3 minutes, 22.22 seconds Slowest
Tokens per Second 350Fastest 260Slowest
Time to First Token 300ms Best 400ms Worst
Cost per 1K tokens $0.004345Worst $0.001123Best
Tokens per Dollar 230,168Worst Value 890,811Best 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
25
✓ Supported ✓ Supported
Batch API Support ✓ Supported ✓ Supported
Tool Usage Support ✓ Supported ✓ Supported
Scroll horizontally to see all data

🔄 Compare Different AI Models

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First Model

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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.

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Select AI Model

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

Calculate Token Costs

$0.223750 Total Cost
$0.187500 Input Cost
$0.030000 Output Cost
$0.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
51,500Total Tokens
$0.004345Cost per 1K
230,168Tokens per $
📊 Advanced Cost Breakdown

Processing Speed

2m 30s 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

$0.223750 (rounded ~ $0.22)
Total Cost
⚡ 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
✓ Available
90% savings

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $0.280000 Input: $0.250000
Output: $0.030000
Optimized Cost $0.223750 (rounded ~ $0.22) Input: $0.250000
Output: $0.030000
Unit: $0.000000
Fees: $0.000000
Total Savings $0.056250 (rounded ~ $0.06) 20.1% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 50,000 input tokens and 1,500 output tokens:

  • Input Cost: $0.250000
  • Output Cost: $0.030000
  • Total Cost: $0.223750 (rounded ~ $0.22)
  • Cost per 1K tokens: $0.004345
  • Tokens per dollar: 230,168 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, 30.27 seconds
  • Latency: 300 milliseconds to first token
  • Base Throughput: 350 tokens/second
  • Effective Throughput: 343 tokens/second (temperature-adjusted)

Best Use Cases

Ideal for enterprise architectures requiring high-reliability intent routing (o3 Pro) vs. complexcontext-heavy information synthesis and worker-agent delegation (Claude Opus 4.7).

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.

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Claude Opus 4.7 Anthropic 1000000

$0.057813 (rounded ~ $0.06)
Total Cost
⚡ 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
✓ Available
90% savings

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $0.071875 (rounded ~ $0.07) Input: $0.062500 (rounded ~ $0.06)
Output: $0.009375
Optimized Cost $0.057813 (rounded ~ $0.06) Input: $0.062500 (rounded ~ $0.06)
Output: $0.009375
Unit: $0.000000
Fees: $0.000000
Total Savings $0.014063 (rounded ~ $0.01) 19.6% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 50,000 input tokens and 1,500 output tokens:

  • Input Cost: $0.062500 (rounded ~ $0.06)
  • Output Cost: $0.009375
  • Total Cost: $0.057813 (rounded ~ $0.06)
  • Cost per 1K tokens: $0.001123
  • Tokens per dollar: 890,811 tokens
  • Context Window: 1000000 tokens

Speed & Performance Analysis

With a processing speed of 260 tokens per second and 400ms time to first token:

  • Processing Time: 3 minutes, 22.22 seconds
  • Latency: 400 milliseconds to first token
  • Base Throughput: 260 tokens/second
  • Effective Throughput: 255 tokens/second (temperature-adjusted)

Best Use Cases

Ideal for enterprise architectures requiring high-reliability intent routing (o3 Pro) vs. complexcontext-heavy information synthesis and worker-agent delegation (Claude Opus 4.7).

Want this applied to YOUR actual stack?

This calculator shows the math for Claude Opus 4.7. 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: 50,000
Output Tokens: 1,500
Batch API: Enabled (50% discount)
Cached Tokens: 25%
Tools: Enabled
Rank AI Model & Provider Total Cost vs o3 Pro vs Claude Opus 4.7
🏆 Mistral Small 3
Mistral AI
 $0.001081 Best Value ↓ 99.5% cheaper ↓ 98.1% cheaper
🥈 Gemini 3.1 Flash Lite
Google
 $0.002984 ↓ 98.7% cheaper ↓ 94.8% cheaper
🥉 Gemini 3.5 Flash-Lite
Google
 $0.003844 ↓ 98.3% cheaper ↓ 93.4% cheaper
#4 Gemini 2.5 Flash
Google
 $0.003844 ↓ 98.3% cheaper ↓ 93.4% cheaper
#5 Mistral Large 3
Mistral AI
 $0.005406 (rounded ~ $0.01) ↓ 97.6% cheaper ↓ 90.6% cheaper
#6 Gemini 3.8 Flash
Google
 $0.008672 (rounded ~ $0.01) ↓ 96.1% cheaper ↓ 85% cheaper
#7 GPT-5.4 mini
OpenAI
 $0.008953 (rounded ~ $0.01) ↓ 96% cheaper ↓ 84.5% cheaper
#8 o4-mini Deep Research
OpenAI
 $0.011188 (rounded ~ $0.01) ↓ 95% cheaper ↓ 80.6% cheaper
#9 Claude Haiku 4.5
Anthropic
 $0.011563 (rounded ~ $0.01) ↓ 94.8% cheaper ↓ 80% cheaper
#10 Gemini 3.1 Flash
Google
 $0.011938 (rounded ~ $0.01) ↓ 94.7% cheaper ↓ 79.4% cheaper
#11 GPT-5.6 Luna
OpenAI
 $0.011938 (rounded ~ $0.01) ↓ 94.7% cheaper ↓ 79.4% cheaper
#12 o4-mini
OpenAI
 $0.012306 (rounded ~ $0.01) ↓ 94.5% cheaper ↓ 78.7% cheaper
#13 Gemini 3.6 Flash
Google
 $0.017344 (rounded ~ $0.02) ↓ 92.2% cheaper ↓ 70% cheaper
#14 Gemini 3.5 Flash
Google
 $0.017906 (rounded ~ $0.02) ↓ 92% cheaper ↓ 69% cheaper
#15 GPT-5.3 Codex Spark
OpenAI
 $0.022203 (rounded ~ $0.02) ↓ 90.1% cheaper ↓ 61.6% cheaper
#16 GPT-5.3 Instant
OpenAI
 $0.022203 (rounded ~ $0.02) ↓ 90.1% cheaper ↓ 61.6% cheaper
#17 Claude Sonnet 5
Anthropic
 $0.023125 (rounded ~ $0.02) ↓ 89.7% cheaper ↓ 60% cheaper
#18 GPT-5.6 Terra
OpenAI
 $0.029844 ↓ 86.7% cheaper ↓ 48.4% cheaper
#19 Gemini 2.5 Pro
Google
 $0.031719 (rounded ~ $0.03) ↓ 85.8% cheaper ↓ 45.1% cheaper
#20 Claude Sonnet 4.6
Anthropic
 $0.034688 (rounded ~ $0.03) ↓ 84.5% cheaper ↓ 40% cheaper
#21 Grok 4.3
xAI
 $0.041750 (rounded ~ $0.04) ↓ 81.3% cheaper ↓ 27.8% cheaper
#22 Grok 4.20 Beta
xAI
 $0.041750 (rounded ~ $0.04) ↓ 81.3% cheaper ↓ 27.8% cheaper
#23 Gemini 3.1 Pro
Google
 $0.047750 (rounded ~ $0.05) ↓ 78.7% cheaper ↓ 17.4% cheaper
#24 Claude Opus 4.7
Anthropic
 $0.057813 (rounded ~ $0.06) ↓ 74.2% cheaper Same price
#25 Claude Opus 5
Anthropic
 $0.057813 (rounded ~ $0.06) ↓ 74.2% cheaper Same price
#26 Claude Opus 4.8
Anthropic
 $0.057813 (rounded ~ $0.06) ↓ 74.2% cheaper Same price
#27 Claude Opus 4.6
Anthropic
 $0.057813 (rounded ~ $0.06) ↓ 74.2% cheaper Same price
#28 GPT-5.4
OpenAI
 $0.059688 ↓ 73.3% cheaper ↑ 3.2% more
#29 GPT-5.4 Thinking
OpenAI
 $0.059688 ↓ 73.3% cheaper ↑ 3.2% more
#30 GPT-5.5 Instant
OpenAI
 $0.059688 ↓ 73.3% cheaper ↑ 3.2% more
#31 GPT-5.6 Sol
OpenAI
 $0.059688 ↓ 73.3% cheaper ↑ 3.2% more
#32 o3 Deep Research
OpenAI
 $0.111875 (rounded ~ $0.11) ↓ 50% cheaper ↑ 93.5% more
#33 Claude Fable 5.1
Anthropic
 $0.113281 (rounded ~ $0.11) ↓ 49.4% cheaper ↑ 95.9% more
#34 Claude Mythos 5.1
Anthropic
 $0.113281 (rounded ~ $0.11) ↓ 49.4% cheaper ↑ 95.9% more
#35 Claude Fable 5
Anthropic
 $0.115625 (rounded ~ $0.12) ↓ 48.3% cheaper ↑ 100% more
#36 Claude Mythos 5
Anthropic
 $0.115625 (rounded ~ $0.12) ↓ 48.3% cheaper ↑ 100% more
#37 GPT-5.5
OpenAI
 $0.119375 ↓ 46.6% cheaper ↑ 106.5% more
#38 GPT-6 Astra
OpenAI
 $0.231250 (rounded ~ $0.23) ↑ 3.4% more ↑ 300% more
#39 GPT-5.2 Pro
OpenAI
 $0.266438 (rounded ~ $0.27) ↑ 19.1% more ↑ 360.9% more
#40 GPT-5.2 Pro
OpenAI
 $0.266438 (rounded ~ $0.27) ↑ 19.1% more ↑ 360.9% more
🏆

Mistral Small 3
Mistral AI

$0.001081
vs o3 Pro: ↓ 99.5%
vs Claude Opus 4.7: ↓ 98.1%
🥈

Gemini 3.1 Flash Lite
Google

$0.002984
vs o3 Pro: ↓ 98.7%
vs Claude Opus 4.7: ↓ 94.8%
🥉

Gemini 3.5 Flash-Lite
Google

$0.003844
vs o3 Pro: ↓ 98.3%
vs Claude Opus 4.7: ↓ 93.4%
#4

Gemini 2.5 Flash
Google

$0.003844
vs o3 Pro: ↓ 98.3%
vs Claude Opus 4.7: ↓ 93.4%
#5

Mistral Large 3
Mistral AI

$0.005406 (rounded ~ $0.01)
vs o3 Pro: ↓ 97.6%
vs Claude Opus 4.7: ↓ 90.6%
#6

Gemini 3.8 Flash
Google

$0.008672 (rounded ~ $0.01)
vs o3 Pro: ↓ 96.1%
vs Claude Opus 4.7: ↓ 85%
#7

GPT-5.4 mini
OpenAI

$0.008953 (rounded ~ $0.01)
vs o3 Pro: ↓ 96%
vs Claude Opus 4.7: ↓ 84.5%
#8

o4-mini Deep Research
OpenAI

$0.011188 (rounded ~ $0.01)
vs o3 Pro: ↓ 95%
vs Claude Opus 4.7: ↓ 80.6%
#9

Claude Haiku 4.5
Anthropic

$0.011563 (rounded ~ $0.01)
vs o3 Pro: ↓ 94.8%
vs Claude Opus 4.7: ↓ 80%
#10

Gemini 3.1 Flash
Google

$0.011938 (rounded ~ $0.01)
vs o3 Pro: ↓ 94.7%
vs Claude Opus 4.7: ↓ 79.4%
#11

GPT-5.6 Luna
OpenAI

$0.011938 (rounded ~ $0.01)
vs o3 Pro: ↓ 94.7%
vs Claude Opus 4.7: ↓ 79.4%
#12

o4-mini
OpenAI

$0.012306 (rounded ~ $0.01)
vs o3 Pro: ↓ 94.5%
vs Claude Opus 4.7: ↓ 78.7%
#13

Gemini 3.6 Flash
Google

$0.017344 (rounded ~ $0.02)
vs o3 Pro: ↓ 92.2%
vs Claude Opus 4.7: ↓ 70%
#14

Gemini 3.5 Flash
Google

$0.017906 (rounded ~ $0.02)
vs o3 Pro: ↓ 92%
vs Claude Opus 4.7: ↓ 69%
#15

GPT-5.3 Codex Spark
OpenAI

$0.022203 (rounded ~ $0.02)
vs o3 Pro: ↓ 90.1%
vs Claude Opus 4.7: ↓ 61.6%
#16

GPT-5.3 Instant
OpenAI

$0.022203 (rounded ~ $0.02)
vs o3 Pro: ↓ 90.1%
vs Claude Opus 4.7: ↓ 61.6%
#17

Claude Sonnet 5
Anthropic

$0.023125 (rounded ~ $0.02)
vs o3 Pro: ↓ 89.7%
vs Claude Opus 4.7: ↓ 60%
#18

GPT-5.6 Terra
OpenAI

$0.029844
vs o3 Pro: ↓ 86.7%
vs Claude Opus 4.7: ↓ 48.4%
#19

Gemini 2.5 Pro
Google

$0.031719 (rounded ~ $0.03)
vs o3 Pro: ↓ 85.8%
vs Claude Opus 4.7: ↓ 45.1%
#20

Claude Sonnet 4.6
Anthropic

$0.034688 (rounded ~ $0.03)
vs o3 Pro: ↓ 84.5%
vs Claude Opus 4.7: ↓ 40%
#21

Grok 4.3
xAI

$0.041750 (rounded ~ $0.04)
vs o3 Pro: ↓ 81.3%
vs Claude Opus 4.7: ↓ 27.8%
#22

Grok 4.20 Beta
xAI

$0.041750 (rounded ~ $0.04)
vs o3 Pro: ↓ 81.3%
vs Claude Opus 4.7: ↓ 27.8%
#23

Gemini 3.1 Pro
Google

$0.047750 (rounded ~ $0.05)
vs o3 Pro: ↓ 78.7%
vs Claude Opus 4.7: ↓ 17.4%
#24

Claude Opus 4.7
Anthropic

$0.057813 (rounded ~ $0.06)
vs o3 Pro: ↓ 74.2%
vs Claude Opus 4.7: Same
#25

Claude Opus 5
Anthropic

$0.057813 (rounded ~ $0.06)
vs o3 Pro: ↓ 74.2%
vs Claude Opus 4.7: Same
#26

Claude Opus 4.8
Anthropic

$0.057813 (rounded ~ $0.06)
vs o3 Pro: ↓ 74.2%
vs Claude Opus 4.7: Same
#27

Claude Opus 4.6
Anthropic

$0.057813 (rounded ~ $0.06)
vs o3 Pro: ↓ 74.2%
vs Claude Opus 4.7: Same
#28

GPT-5.4
OpenAI

$0.059688
vs o3 Pro: ↓ 73.3%
vs Claude Opus 4.7: ↑ 3.2%
#29

GPT-5.4 Thinking
OpenAI

$0.059688
vs o3 Pro: ↓ 73.3%
vs Claude Opus 4.7: ↑ 3.2%
#30

GPT-5.5 Instant
OpenAI

$0.059688
vs o3 Pro: ↓ 73.3%
vs Claude Opus 4.7: ↑ 3.2%
#31

GPT-5.6 Sol
OpenAI

$0.059688
vs o3 Pro: ↓ 73.3%
vs Claude Opus 4.7: ↑ 3.2%
#32

o3 Deep Research
OpenAI

$0.111875 (rounded ~ $0.11)
vs o3 Pro: ↓ 50%
vs Claude Opus 4.7: ↑ 93.5%
#33

Claude Fable 5.1
Anthropic

$0.113281 (rounded ~ $0.11)
vs o3 Pro: ↓ 49.4%
vs Claude Opus 4.7: ↑ 95.9%
#34

Claude Mythos 5.1
Anthropic

$0.113281 (rounded ~ $0.11)
vs o3 Pro: ↓ 49.4%
vs Claude Opus 4.7: ↑ 95.9%
#35

Claude Fable 5
Anthropic

$0.115625 (rounded ~ $0.12)
vs o3 Pro: ↓ 48.3%
vs Claude Opus 4.7: ↑ 100%
#36

Claude Mythos 5
Anthropic

$0.115625 (rounded ~ $0.12)
vs o3 Pro: ↓ 48.3%
vs Claude Opus 4.7: ↑ 100%
#37

GPT-5.5
OpenAI

$0.119375
vs o3 Pro: ↓ 46.6%
vs Claude Opus 4.7: ↑ 106.5%
#38

GPT-6 Astra
OpenAI

$0.231250 (rounded ~ $0.23)
vs o3 Pro: ↑ 3.4%
vs Claude Opus 4.7: ↑ 300%
#39

GPT-5.2 Pro
OpenAI

$0.266438 (rounded ~ $0.27)
vs o3 Pro: ↑ 19.1%
vs Claude Opus 4.7: ↑ 360.9%
#40

GPT-5.2 Pro
OpenAI

$0.266438 (rounded ~ $0.27)
vs o3 Pro: ↑ 19.1%
vs Claude Opus 4.7: ↑ 360.9%
✨ 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.

The Orchestrator’s Dilemma

In high-scale voice AI deployments, the architecture hinges on the orchestrator—the central brain that routes intent, delegates tasks to specialized worker agents, and maintains state across the conversation. At a scale of 100 million tokens monthly, the choice between o3 Pro and Claude Opus 4.7 becomes a strategic infrastructure decision that impacts both system latency and reasoning reliability.

o3 Pro offers a specialized reasoning-first architecture that is highly effective for complex intent routing and multi-step logic. Its strength lies in its ability to evaluate multiple decision pathways before committing to an action, which can significantly reduce the ‘hallucination drift’ common in multi-agent voice systems. It is particularly well-suited for orchestrators that must act as a gatekeeper, verifying that worker agents remain within the defined compliance and operational boundaries.

Conversely, Claude Opus 4.7 excels in high-context coherence and multi-modal integration. When an orchestration pipeline requires synthesizing vast amounts of retrieved background data—such as customer history or technical documentation—Opus maintains a steadier grasp on the broader context across long-running sessions. This makes it an ideal candidate for workers that perform deep-dive data analysis or complex code generation within the agentic loop.

For engineering teams, the trade-off is often between the reasoning-heavy, deliberative style of o3 Pro and the robust, long-context operational capacity of Claude Opus 4.7. Selecting the correct model involves testing the latency of the orchestration chain under peak load to ensure that the added reasoning overhead of these frontier models doesn’t degrade the sub-second response requirements of your voice agents.

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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