Claude Opus 4.8 vs GPT-5.4 Pro: 20K-Token Tutoring at 100M Monthly Scale

Claude Opus 4.8 has been replaced by Claude Opus 5

The pricing shown below is for the older model and is kept for reference. If you are choosing a model today, use the current version — its rate and context window differ.

See current Claude Opus 5 pricing →  ·  All recent pricing changes

GPT-5.4 Pro vs Claude Opus 4.8
Complete Comparison: 20,000 input tokens × 1,500 output tokens
Comparison Mode
⚡ 50% Cached

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

⚡ Caching Optimized (up to 90% savings) 📊 Batch API
Comparison Criteria GPT-5.4 Pro
OpenAI
Claude Opus 4.8
Anthropic
Calculation Results (Current Inputs) (50% cached)
Input Tokens 20,000 20,000
Output Tokens 1,500 1,500
Cost Breakdown
Input Cost $0.300000Worst $0.025000 (rounded ~ $0.03)Best
Output Cost $0.135000 (rounded ~ $0.14)Worst $0.009375Best
Unit Cost (Audio/OCR) $0.000000 $0.000000
Service Fees $0.000000 $0.000000
Total Cost $0.300000 Most Expensive $0.023125 (rounded ~ $0.02) Best Value
Processing Time 1 minute, 5.91 seconds Fastest 1 minute, 22.34 seconds Slowest
Tokens per Second 350Fastest 280Slowest
Time to First Token 250ms Best 380ms Worst
Cost per 1K tokens $0.013953 (rounded ~ $0.01)Worst $0.001076Best
Tokens per Dollar 71,667Worst Value 929,730Best Value
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base) $15.000000Worst $1.250000Best
Output Cost / 1M (Base) $90.000000Worst $6.250000Best
Input Cost / 1M (Optimized) $7.500000Worst
Optimizations: 50.0% batch
$0.625000 (rounded ~ $0.63)Best
Optimizations: 50.0% batch
Output Cost / 1M (Optimized) $45.000000Worst
Optimizations: 50.0% batch
$3.125000 (rounded ~ $3.13)Best
Optimizations: 50.0% batch
Capabilities & Advanced Features
Images Support ✓ Supported ✓ Supported
Caching Support
50
✓ 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

GPT-5.4 Pro
OpenAIMax Context: 1,024,000 tokens
$30 / $180 per 1M tokens (Standard)
State-dependent pricing active. Current tier: Standard
▼
▼
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

$0.300000 Total Cost
$0.150000 Input Cost
$0.135000 Output Cost
$0.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
21,500Total Tokens
$0.013953Cost per 1K
71,667Tokens per $
🔄 Cliff Pricing Active: Using Standard pricing (standard) based on token volume.
📊 Advanced Cost Breakdown

Processing Speed

1m 5s Processing Time
350 Tokens/Second
250ms Time to First Token
327 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.

GPT-5.4 Pro OpenAI 1024000

$0.300000
Total Cost
⚡ 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) $0.435000 (rounded ~ $0.44) Input: $0.300000
Output: $0.135000 (rounded ~ $0.14)
Optimized Cost $0.300000 Input: $0.300000
Output: $0.135000 (rounded ~ $0.14)
Unit: $0.000000
Fees: $0.000000
Total Savings $0.135000 (rounded ~ $0.14) 31.0% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount
📊 Cliff Pricing
Standard
standard pricing (threshold: 272,000)

Detailed Cost Analysis (from Plugin)

For 20,000 input tokens and 1,500 output tokens:

  • Input Cost: $0.300000
  • Output Cost: $0.135000 (rounded ~ $0.14)
  • Total Cost: $0.300000
  • Cost per 1K tokens: $0.013953 (rounded ~ $0.01)
  • Tokens per dollar: 71,667 tokens
  • Context Window: 1024000 tokens

Speed & Performance Analysis

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

  • Processing Time: 1 minute, 5.91 seconds
  • Latency: 250 milliseconds to first token
  • Base Throughput: 350 tokens/second
  • Effective Throughput: 327 tokens/second (temperature-adjusted)

Best Use Cases

Ideal for enterprise tutoring platforms requiring high-reasoning accuracy for 30-minute sessions at scale.

Want this applied to YOUR actual stack?

This calculator shows the math for GPT-5.4 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 4.8 Anthropic 1000000

$0.023125 (rounded ~ $0.02)
Total Cost
⚡ 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) $0.034375 (rounded ~ $0.03) Input: $0.025000 (rounded ~ $0.03)
Output: $0.009375
Optimized Cost $0.023125 (rounded ~ $0.02) Input: $0.025000 (rounded ~ $0.03)
Output: $0.009375
Unit: $0.000000
Fees: $0.000000
Total Savings $0.011250 (rounded ~ $0.01) 32.7% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 20,000 input tokens and 1,500 output tokens:

  • Input Cost: $0.025000 (rounded ~ $0.03)
  • Output Cost: $0.009375
  • Total Cost: $0.023125 (rounded ~ $0.02)
  • Cost per 1K tokens: $0.001076
  • Tokens per dollar: 929,730 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, 22.34 seconds
  • Latency: 380 milliseconds to first token
  • Base Throughput: 280 tokens/second
  • Effective Throughput: 262 tokens/second (temperature-adjusted)

Best Use Cases

Ideal for enterprise tutoring platforms requiring high-reasoning accuracy for 30-minute sessions at scale.

Want this applied to YOUR actual stack?

This calculator shows the math for Claude Opus 4.8. 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-5.4 Pro
📋 Active Input Parameters
Input Tokens: 20,000
Output Tokens: 1,500
Batch API: Enabled (50% discount)
Cached Tokens: 50%
Tools: Enabled
Rank AI Model & Provider Total Cost vs GPT-5.4 Pro vs Claude Opus 4.8
🏆 Mistral Small 3
Mistral AI
 $0.000388 Best Value ↓ 99.9% cheaper ↓ 98.3% cheaper
🥈 Gemini 3.1 Flash Lite
Google
 $0.001250 ↓ 99.6% cheaper ↓ 94.6% cheaper
🥉 Gemini 3.5 Flash-Lite
Google
 $0.001763 ↓ 99.4% cheaper ↓ 92.4% cheaper
#4 Gemini 2.5 Flash
Google
 $0.001763 ↓ 99.4% cheaper ↓ 92.4% cheaper
#5 Mistral Large 3
Mistral AI
 $0.001938 ↓ 99.4% cheaper ↓ 91.6% cheaper
#6 Gemini 3.8 Flash
Google
 $0.003469 ↓ 98.8% cheaper ↓ 85% cheaper
#7 GPT-5.4 mini
OpenAI
 $0.003750 ↓ 98.8% cheaper ↓ 83.8% cheaper
#8 o4-mini Deep Research
OpenAI
 $0.004250 ↓ 98.6% cheaper ↓ 81.6% cheaper
#9 Claude Haiku 4.5
Anthropic
 $0.004625 ↓ 98.5% cheaper ↓ 80% cheaper
#10 o4-mini
OpenAI
 $0.004675 ↓ 98.4% cheaper ↓ 79.8% cheaper
#11 Gemini 3.1 Flash
Google
 $0.005000 (rounded ~ $0.01) ↓ 98.3% cheaper ↓ 78.4% cheaper
#12 GPT-5.6 Luna
OpenAI
 $0.005000 (rounded ~ $0.01) ↓ 98.3% cheaper ↓ 78.4% cheaper
#13 Gemini 3.6 Flash
Google
 $0.006938 (rounded ~ $0.01) ↓ 97.7% cheaper ↓ 70% cheaper
#14 Gemini 3.5 Flash
Google
 $0.007500 (rounded ~ $0.01) ↓ 97.5% cheaper ↓ 67.6% cheaper
#15 Claude Sonnet 5
Anthropic
 $0.009250 ↓ 96.9% cheaper ↓ 60% cheaper
#16 GPT-5.3 Codex Spark
OpenAI
 $0.010063 ↓ 96.6% cheaper ↓ 56.5% cheaper
#17 GPT-5.3 Instant
OpenAI
 $0.010063 ↓ 96.6% cheaper ↓ 56.5% cheaper
#18 GPT-5.6 Terra
OpenAI
 $0.012500 (rounded ~ $0.01) ↓ 95.8% cheaper ↓ 45.9% cheaper
#19 Claude Sonnet 4.6
Anthropic
 $0.013875 (rounded ~ $0.01) ↓ 95.4% cheaper ↓ 40% cheaper
#20 Grok 4.3
xAI
 $0.014000 (rounded ~ $0.01) ↓ 95.3% cheaper ↓ 39.5% cheaper
#21 Grok 4.20 Beta
xAI
 $0.014000 (rounded ~ $0.01) ↓ 95.3% cheaper ↓ 39.5% cheaper
#22 Gemini 2.5 Pro
Google
 $0.014375 (rounded ~ $0.01) ↓ 95.2% cheaper ↓ 37.8% cheaper
#23 Gemini 3.1 Pro
Google
 $0.020000 ↓ 93.3% cheaper ↓ 13.5% cheaper
#24 Claude Opus 4.7
Anthropic
 $0.023125 (rounded ~ $0.02) ↓ 92.3% cheaper Same price
#25 Claude Opus 5
Anthropic
 $0.023125 (rounded ~ $0.02) ↓ 92.3% cheaper Same price
#26 Claude Opus 4.8
Anthropic
 $0.023125 (rounded ~ $0.02) ↓ 92.3% cheaper Same price
#27 Claude Opus 4.6
Anthropic
 $0.023125 (rounded ~ $0.02) ↓ 92.3% cheaper Same price
#28 GPT-5.4
OpenAI
 $0.025000 (rounded ~ $0.03) ↓ 91.7% cheaper ↑ 8.1% more
#29 GPT-5.4 Thinking
OpenAI
 $0.025000 (rounded ~ $0.03) ↓ 91.7% cheaper ↑ 8.1% more
#30 GPT-5.5 Instant
OpenAI
 $0.025000 (rounded ~ $0.03) ↓ 91.7% cheaper ↑ 8.1% more
#31 GPT-5.6 Sol
OpenAI
 $0.025000 (rounded ~ $0.03) ↓ 91.7% cheaper ↑ 8.1% more
#32 o3 Deep Research
OpenAI
 $0.042500 (rounded ~ $0.04) ↓ 85.8% cheaper ↑ 83.8% more
#33 Claude Fable 5.1
Anthropic
 $0.044375 (rounded ~ $0.04) ↓ 85.2% cheaper ↑ 91.9% more
#34 Claude Mythos 5.1
Anthropic
 $0.044375 (rounded ~ $0.04) ↓ 85.2% cheaper ↑ 91.9% more
#35 Claude Fable 5
Anthropic
 $0.046250 (rounded ~ $0.05) ↓ 84.6% cheaper ↑ 100% more
#36 Claude Mythos 5
Anthropic
 $0.046250 (rounded ~ $0.05) ↓ 84.6% cheaper ↑ 100% more
#37 GPT-5.5
OpenAI
 $0.050000 ↓ 83.3% cheaper ↑ 116.2% more
#38 o3 Pro
OpenAI
 $0.085000 (rounded ~ $0.09) ↓ 71.7% cheaper ↑ 267.6% more
#39 GPT-6 Astra
OpenAI
 $0.092500 (rounded ~ $0.09) ↓ 69.2% cheaper ↑ 300% more
#40 GPT-6 Astra
OpenAI
 $0.092500 (rounded ~ $0.09) ↓ 69.2% cheaper ↑ 300% more
🏆

Mistral Small 3
Mistral AI

$0.000388
vs GPT-5.4 Pro: ↓ 99.9%
vs Claude Opus 4.8: ↓ 98.3%
🥈

Gemini 3.1 Flash Lite
Google

$0.001250
vs GPT-5.4 Pro: ↓ 99.6%
vs Claude Opus 4.8: ↓ 94.6%
🥉

Gemini 3.5 Flash-Lite
Google

$0.001763
vs GPT-5.4 Pro: ↓ 99.4%
vs Claude Opus 4.8: ↓ 92.4%
#4

Gemini 2.5 Flash
Google

$0.001763
vs GPT-5.4 Pro: ↓ 99.4%
vs Claude Opus 4.8: ↓ 92.4%
#5

Mistral Large 3
Mistral AI

$0.001938
vs GPT-5.4 Pro: ↓ 99.4%
vs Claude Opus 4.8: ↓ 91.6%
#6

Gemini 3.8 Flash
Google

$0.003469
vs GPT-5.4 Pro: ↓ 98.8%
vs Claude Opus 4.8: ↓ 85%
#7

GPT-5.4 mini
OpenAI

$0.003750
vs GPT-5.4 Pro: ↓ 98.8%
vs Claude Opus 4.8: ↓ 83.8%
#8

o4-mini Deep Research
OpenAI

$0.004250
vs GPT-5.4 Pro: ↓ 98.6%
vs Claude Opus 4.8: ↓ 81.6%
#9

Claude Haiku 4.5
Anthropic

$0.004625
vs GPT-5.4 Pro: ↓ 98.5%
vs Claude Opus 4.8: ↓ 80%
#10

o4-mini
OpenAI

$0.004675
vs GPT-5.4 Pro: ↓ 98.4%
vs Claude Opus 4.8: ↓ 79.8%
#11

Gemini 3.1 Flash
Google

$0.005000 (rounded ~ $0.01)
vs GPT-5.4 Pro: ↓ 98.3%
vs Claude Opus 4.8: ↓ 78.4%
#12

GPT-5.6 Luna
OpenAI

$0.005000 (rounded ~ $0.01)
vs GPT-5.4 Pro: ↓ 98.3%
vs Claude Opus 4.8: ↓ 78.4%
#13

Gemini 3.6 Flash
Google

$0.006938 (rounded ~ $0.01)
vs GPT-5.4 Pro: ↓ 97.7%
vs Claude Opus 4.8: ↓ 70%
#14

Gemini 3.5 Flash
Google

$0.007500 (rounded ~ $0.01)
vs GPT-5.4 Pro: ↓ 97.5%
vs Claude Opus 4.8: ↓ 67.6%
#15

Claude Sonnet 5
Anthropic

$0.009250
vs GPT-5.4 Pro: ↓ 96.9%
vs Claude Opus 4.8: ↓ 60%
#16

GPT-5.3 Codex Spark
OpenAI

$0.010063
vs GPT-5.4 Pro: ↓ 96.6%
vs Claude Opus 4.8: ↓ 56.5%
#17

GPT-5.3 Instant
OpenAI

$0.010063
vs GPT-5.4 Pro: ↓ 96.6%
vs Claude Opus 4.8: ↓ 56.5%
#18

GPT-5.6 Terra
OpenAI

$0.012500 (rounded ~ $0.01)
vs GPT-5.4 Pro: ↓ 95.8%
vs Claude Opus 4.8: ↓ 45.9%
#19

Claude Sonnet 4.6
Anthropic

$0.013875 (rounded ~ $0.01)
vs GPT-5.4 Pro: ↓ 95.4%
vs Claude Opus 4.8: ↓ 40%
#20

Grok 4.3
xAI

$0.014000 (rounded ~ $0.01)
vs GPT-5.4 Pro: ↓ 95.3%
vs Claude Opus 4.8: ↓ 39.5%
#21

Grok 4.20 Beta
xAI

$0.014000 (rounded ~ $0.01)
vs GPT-5.4 Pro: ↓ 95.3%
vs Claude Opus 4.8: ↓ 39.5%
#22

Gemini 2.5 Pro
Google

$0.014375 (rounded ~ $0.01)
vs GPT-5.4 Pro: ↓ 95.2%
vs Claude Opus 4.8: ↓ 37.8%
#23

Gemini 3.1 Pro
Google

$0.020000
vs GPT-5.4 Pro: ↓ 93.3%
vs Claude Opus 4.8: ↓ 13.5%
#24

Claude Opus 4.7
Anthropic

$0.023125 (rounded ~ $0.02)
vs GPT-5.4 Pro: ↓ 92.3%
vs Claude Opus 4.8: Same
#25

Claude Opus 5
Anthropic

$0.023125 (rounded ~ $0.02)
vs GPT-5.4 Pro: ↓ 92.3%
vs Claude Opus 4.8: Same
#26

Claude Opus 4.8
Anthropic

$0.023125 (rounded ~ $0.02)
vs GPT-5.4 Pro: ↓ 92.3%
vs Claude Opus 4.8: Same
#27

Claude Opus 4.6
Anthropic

$0.023125 (rounded ~ $0.02)
vs GPT-5.4 Pro: ↓ 92.3%
vs Claude Opus 4.8: Same
#28

GPT-5.4
OpenAI

$0.025000 (rounded ~ $0.03)
vs GPT-5.4 Pro: ↓ 91.7%
vs Claude Opus 4.8: ↑ 8.1%
#29

GPT-5.4 Thinking
OpenAI

$0.025000 (rounded ~ $0.03)
vs GPT-5.4 Pro: ↓ 91.7%
vs Claude Opus 4.8: ↑ 8.1%
#30

GPT-5.5 Instant
OpenAI

$0.025000 (rounded ~ $0.03)
vs GPT-5.4 Pro: ↓ 91.7%
vs Claude Opus 4.8: ↑ 8.1%
#31

GPT-5.6 Sol
OpenAI

$0.025000 (rounded ~ $0.03)
vs GPT-5.4 Pro: ↓ 91.7%
vs Claude Opus 4.8: ↑ 8.1%
#32

o3 Deep Research
OpenAI

$0.042500 (rounded ~ $0.04)
vs GPT-5.4 Pro: ↓ 85.8%
vs Claude Opus 4.8: ↑ 83.8%
#33

Claude Fable 5.1
Anthropic

$0.044375 (rounded ~ $0.04)
vs GPT-5.4 Pro: ↓ 85.2%
vs Claude Opus 4.8: ↑ 91.9%
#34

Claude Mythos 5.1
Anthropic

$0.044375 (rounded ~ $0.04)
vs GPT-5.4 Pro: ↓ 85.2%
vs Claude Opus 4.8: ↑ 91.9%
#35

Claude Fable 5
Anthropic

$0.046250 (rounded ~ $0.05)
vs GPT-5.4 Pro: ↓ 84.6%
vs Claude Opus 4.8: ↑ 100%
#36

Claude Mythos 5
Anthropic

$0.046250 (rounded ~ $0.05)
vs GPT-5.4 Pro: ↓ 84.6%
vs Claude Opus 4.8: ↑ 100%
#37

GPT-5.5
OpenAI

$0.050000
vs GPT-5.4 Pro: ↓ 83.3%
vs Claude Opus 4.8: ↑ 116.2%
#38

o3 Pro
OpenAI

$0.085000 (rounded ~ $0.09)
vs GPT-5.4 Pro: ↓ 71.7%
vs Claude Opus 4.8: ↑ 267.6%
#39

GPT-6 Astra
OpenAI

$0.092500 (rounded ~ $0.09)
vs GPT-5.4 Pro: ↓ 69.2%
vs Claude Opus 4.8: ↑ 300%
#40

GPT-6 Astra
OpenAI

$0.092500 (rounded ~ $0.09)
vs GPT-5.4 Pro: ↓ 69.2%
vs Claude Opus 4.8: ↑ 300%
✨ 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.

For enterprise tutoring platforms managing 100 million tokens monthly, selecting the right model requires balancing high-fidelity reasoning with cost-effective throughput. When processing 20K-token 30-minute sessions, the choice between Claude Opus 4.8 and GPT-5.4 Pro often comes down to the specific nature of your tutoring interactions. Claude Opus 4.8 excels in long-context coherence, making it an excellent choice for maintaining student-teacher continuity across lengthy, complex educational modules where nuance and extended memory of previous interactions are paramount. Its architecture is particularly adept at handling multi-step reasoning, ensuring that pedagogical feedback remains grounded and consistent throughout a session.

Conversely, GPT-5.4 Pro offers robust tool integration and rapid reasoning capabilities, which are essential for platforms that rely on dynamic curriculum adjustment or real-time SQL data generation to tailor lessons on the fly. For a data analyst, the decision often hinges on how the model handles structured data outputs. GPT-5.4 Pro’s tool-calling efficiency frequently simplifies the extraction of student progress metrics, which can be critical for dashboarding performance. However, teams should consider the trade-offs in latency. While both models support large context windows, the overhead of managing state in a high-volume pipeline—where hundreds of concurrent tutors generate millions of tokens daily—demands rigorous testing of both models against your specific system prompts. We recommend profiling these models using your baseline 20K-token session logs to determine which architecture minimizes the need for complex, token-heavy prompt engineering.

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

GPT-5.4 Pro currently costs $30.00 / $180.00 per 1M tokens. These are the models worth pricing against it, taken live from the tracked registry.

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