GPT-5.4 vs Claude Sonnet 5 for 100K-Token Agentic Browser Automation

GPT-5.4 vs Claude Sonnet 5
Complete Comparison: 100,000 input tokens × 2,000 output tokens
Comparison Mode
⚡ 20% Cached

Complete comparison of pricing, performance, and capabilities for 2 leading AI models with 20% Cached.

⚡ Caching Optimized (up to 90% savings)
Comparison Criteria GPT-5.4
OpenAI
Claude Sonnet 5
Anthropic
Calculation Results (Current Inputs) (20% cached)
Input Tokens 100,000 100,000
Output Tokens 2,000 2,000
Cost Breakdown
Input Cost $0.250000Worst $0.200000Best
Output Cost $0.030000Worst $0.020000Best
Unit Cost (Audio/OCR) $0.000000 $0.000000
Service Fees $0.000000 $0.000000
Total Cost $0.235000 (rounded ~ $0.24) Most Expensive $0.184000 (rounded ~ $0.18) Best Value
Processing Time 4 minutes, 20.04 seconds Slowest 3 minutes, 57.44 seconds Fastest
Tokens per Second 420Slowest 460Fastest
Time to First Token 210ms Worst 195ms Best
Cost per 1K tokens $0.002304Worst $0.001804Best
Tokens per Dollar 434,043Worst Value 554,348Best Value
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base) $2.500000Worst $2.000000Best
Output Cost / 1M (Base) $15.000000Worst $10.000000Best
Input Cost / 1M (Optimized) $2.500000Worst
Optimizations: No optimizations applied
$2.000000Best
Optimizations: No optimizations applied
Output Cost / 1M (Optimized) $15.000000Worst
Optimizations: No optimizations applied
$10.000000Best
Optimizations: No optimizations applied
Capabilities & Advanced Features
Images Support ✓ Supported ✓ Supported
Caching Support
20
✓ Supported ✓ Supported
Batch API Support ✓ Supported ✓ Supported
Tool Usage Support ✓ Supported ✓ Supported
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Select AI Model

GPT-5.4
OpenAIMax Context: 1,024,000 tokens
$2.5 / $15 per 1M tokens (Standard)
State-dependent pricing active. Current tier: Standard
▼
▼
Use Batch API (50% discount)
20%
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

$0.235000 Total Cost
$0.200000 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
102,000Total Tokens
$0.002304Cost per 1K
434,043Tokens per $
🔄 Cliff Pricing Active: Using Standard pricing (standard) based on token volume.
📊 Advanced Cost Breakdown

Processing Speed

4m 20s Processing Time
420 Tokens/Second
210ms Time to First Token
393 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 OpenAI 1024000

$0.235000 (rounded ~ $0.24)
Total Cost
⚡ 20% 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) $0.280000 Input: $0.250000
Output: $0.030000
Optimized Cost $0.235000 (rounded ~ $0.24) Input: $0.250000
Output: $0.030000
Unit: $0.000000
Fees: $0.000000
Total Savings $0.045000 (rounded ~ $0.05) 16.1% discount

Detailed Cost Analysis (from Plugin)

For 100,000 input tokens and 2,000 output tokens:

  • Input Cost: $0.250000
  • Output Cost: $0.030000
  • Total Cost: $0.235000 (rounded ~ $0.24)
  • Cost per 1K tokens: $0.002304
  • Tokens per dollar: 434,043 tokens
  • Context Window: 1024000 tokens

Speed & Performance Analysis

With a processing speed of 420 tokens per second and 210ms time to first token:

  • Processing Time: 4 minutes, 20.04 seconds
  • Latency: 210 milliseconds to first token
  • Base Throughput: 420 tokens/second
  • Effective Throughput: 393 tokens/second (temperature-adjusted)

Best Use Cases

Use GPT-5.4 for complexmulti-step browser agent workflows requiring deep reasoning. Use Claude Sonnet 5 for high-efficiencyreliable tool execution at scale.

Want this applied to YOUR actual stack?

This calculator shows the math for GPT-5.4. 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 Sonnet 5 Anthropic 1000000

$0.184000 (rounded ~ $0.18)
Total Cost
⚡ 20% 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) $0.220000 Input: $0.200000
Output: $0.020000
Optimized Cost $0.184000 (rounded ~ $0.18) Input: $0.200000
Output: $0.020000
Unit: $0.000000
Fees: $0.000000
Total Savings $0.036000 (rounded ~ $0.04) 16.4% discount

Detailed Cost Analysis (from Plugin)

For 100,000 input tokens and 2,000 output tokens:

  • Input Cost: $0.200000
  • Output Cost: $0.020000
  • Total Cost: $0.184000 (rounded ~ $0.18)
  • Cost per 1K tokens: $0.001804
  • Tokens per dollar: 554,348 tokens
  • Context Window: 1000000 tokens

Speed & Performance Analysis

With a processing speed of 460 tokens per second and 195ms time to first token:

  • Processing Time: 3 minutes, 57.44 seconds
  • Latency: 195 milliseconds to first token
  • Base Throughput: 460 tokens/second
  • Effective Throughput: 430 tokens/second (temperature-adjusted)

Best Use Cases

Use GPT-5.4 for complexmulti-step browser agent workflows requiring deep reasoning. Use Claude Sonnet 5 for high-efficiencyreliable tool execution at scale.

Want this applied to YOUR actual stack?

This calculator shows the math for Claude Sonnet 5. 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
📋 Active Input Parameters
Input Tokens: 100,000
Output Tokens: 2,000
Cached Tokens: 20%
Tools: Enabled
Rank AI Model & Provider Total Cost vs GPT-5.4 vs Claude Sonnet 5
🏆 Mistral Small 3
Mistral AI
 $0.008800 (rounded ~ $0.01) Best Value ↓ 96.3% cheaper ↓ 95.2% cheaper
🥈 Grok Code Fast 1
xAI
 $0.019400 ↓ 91.7% cheaper ↓ 89.5% cheaper
🥉 Gemini 3.1 Flash Lite
Google
 $0.023500 (rounded ~ $0.02) ↓ 90% cheaper ↓ 87.2% cheaper
#4 Gemini 3.5 Flash-Lite
Google
 $0.029600 ↓ 87.4% cheaper ↓ 83.9% cheaper
#5 Gemini 2.5 Flash
Google
 $0.029600 ↓ 87.4% cheaper ↓ 83.9% cheaper
#6 Mistral Large 3
Mistral AI
 $0.044000 (rounded ~ $0.04) ↓ 81.3% cheaper ↓ 76.1% cheaper
#7 Gemini 3.1 Flash
Google
 $0.047000 (rounded ~ $0.05) ↓ 80% cheaper ↓ 74.5% cheaper
#8 Kimi K2.5
Moonshot AI
 $0.056040 (rounded ~ $0.06) ↓ 76.2% cheaper ↓ 69.5% cheaper
#9 Gemini 3.8 Flash
Google
 $0.069000 (rounded ~ $0.07) ↓ 70.6% cheaper ↓ 62.5% cheaper
#10 GPT-5.4 mini
OpenAI
 $0.070500 ↓ 70% cheaper ↓ 61.7% cheaper
#11 Grok Build 0.1
xAI
 $0.086000 (rounded ~ $0.09) ↓ 63.4% cheaper ↓ 53.3% cheaper
#12 Kimi K2.6
Moonshot AI
 $0.087230 (rounded ~ $0.09) ↓ 62.9% cheaper ↓ 52.6% cheaper
#13 Kimi K2.7 Code
Moonshot AI
 $0.087230 (rounded ~ $0.09) ↓ 62.9% cheaper ↓ 52.6% cheaper
#14 o4-mini Deep Research
OpenAI
 $0.090000 ↓ 61.7% cheaper ↓ 51.1% cheaper
#15 Claude Haiku 4.5
Anthropic
 $0.092000 (rounded ~ $0.09) ↓ 60.9% cheaper ↓ 50% cheaper
#16 GPT-5.6 Luna
OpenAI
 $0.094000 (rounded ~ $0.09) ↓ 60% cheaper ↓ 48.9% cheaper
#17 o4-mini
OpenAI
 $0.099000 ↓ 57.9% cheaper ↓ 46.2% cheaper
#18 Grok 4.3
xAI
 $0.107500 (rounded ~ $0.11) ↓ 54.3% cheaper ↓ 41.6% cheaper
#19 Grok 4.20 Beta
xAI
 $0.107500 (rounded ~ $0.11) ↓ 54.3% cheaper ↓ 41.6% cheaper
#20 Gemini 2.5 Pro
Google
 $0.122500 (rounded ~ $0.12) ↓ 47.9% cheaper ↓ 33.4% cheaper
#21 Gemini 3.6 Flash
Google
 $0.138000 (rounded ~ $0.14) ↓ 41.3% cheaper ↓ 25% cheaper
#22 Gemini 3.5 Flash
Google
 $0.141000 (rounded ~ $0.14) ↓ 40% cheaper ↓ 23.4% cheaper
#23 GPT-5.3 Codex Spark
OpenAI
 $0.171500 (rounded ~ $0.17) ↓ 27% cheaper ↓ 6.8% cheaper
#24 GPT-5.3 Instant
OpenAI
 $0.171500 (rounded ~ $0.17) ↓ 27% cheaper ↓ 6.8% cheaper
#25 Grok 4.6
xAI
 $0.176000 (rounded ~ $0.18) ↓ 25.1% cheaper ↓ 4.3% cheaper
#26 Grok 4.5
xAI
 $0.176000 (rounded ~ $0.18) ↓ 25.1% cheaper ↓ 4.3% cheaper
#27 Claude Sonnet 5
Anthropic
 $0.184000 (rounded ~ $0.18) ↓ 21.7% cheaper Same price
#28 Gemini 3.1 Pro
Google
 $0.188000 (rounded ~ $0.19) ↓ 20% cheaper ↑ 2.2% more
#29 GPT-5.4 Thinking
OpenAI
 $0.235000 (rounded ~ $0.24) Same price ↑ 27.7% more
#30 GPT-5.6 Terra
OpenAI
 $0.235000 (rounded ~ $0.24) Same price ↑ 27.7% more
#31 Claude Sonnet 4.6
Anthropic
 $0.276000 (rounded ~ $0.28) ↑ 17.4% more ↑ 50% more
#32 Claude Opus 4.7
Anthropic
 $0.460000 ↑ 95.7% more ↑ 150% more
#33 Claude Opus 5
Anthropic
 $0.460000 ↑ 95.7% more ↑ 150% more
#34 Claude Opus 4.8
Anthropic
 $0.460000 ↑ 95.7% more ↑ 150% more
#35 Claude Opus 4.6
Anthropic
 $0.460000 ↑ 95.7% more ↑ 150% more
#36 GPT-5.5
OpenAI
 $0.470000 ↑ 100% more ↑ 155.4% more
#37 GPT-5.5 Instant
OpenAI
 $0.470000 ↑ 100% more ↑ 155.4% more
#38 GPT-5.6 Sol
OpenAI
 $0.470000 ↑ 100% more ↑ 155.4% more
#39 o3 Deep Research
OpenAI
 $0.900000 ↑ 283% more ↑ 389.1% more
#40 Claude Fable 5.1
Anthropic
 $0.905000 (rounded ~ $0.91) ↑ 285.1% more ↑ 391.8% more
#41 Claude Mythos 5.1
Anthropic
 $0.905000 (rounded ~ $0.91) ↑ 285.1% more ↑ 391.8% more
#42 Claude Fable 5
Anthropic
 $0.920000 ↑ 291.5% more ↑ 400% more
#43 Claude Mythos 5
Anthropic
 $0.920000 ↑ 291.5% more ↑ 400% more
#44 GPT-6 Astra
OpenAI
 $0.920000 ↑ 291.5% more ↑ 400% more
#45 o3 Pro
OpenAI
 $1.800000 ↑ 666% more ↑ 878.3% more
#46 GPT-5.2 Pro
OpenAI
 $2.058000 (rounded ~ $2.06) ↑ 775.7% more ↑ 1018.5% more
#47 GPT-5.2 Pro
OpenAI
 $2.058000 (rounded ~ $2.06) ↑ 775.7% more ↑ 1018.5% more
🏆

Mistral Small 3
Mistral AI

$0.008800 (rounded ~ $0.01)
vs GPT-5.4: ↓ 96.3%
vs Claude Sonnet 5: ↓ 95.2%
🥈

Grok Code Fast 1
xAI

$0.019400
vs GPT-5.4: ↓ 91.7%
vs Claude Sonnet 5: ↓ 89.5%
🥉

Gemini 3.1 Flash Lite
Google

$0.023500 (rounded ~ $0.02)
vs GPT-5.4: ↓ 90%
vs Claude Sonnet 5: ↓ 87.2%
#4

Gemini 3.5 Flash-Lite
Google

$0.029600
vs GPT-5.4: ↓ 87.4%
vs Claude Sonnet 5: ↓ 83.9%
#5

Gemini 2.5 Flash
Google

$0.029600
vs GPT-5.4: ↓ 87.4%
vs Claude Sonnet 5: ↓ 83.9%
#6

Mistral Large 3
Mistral AI

$0.044000 (rounded ~ $0.04)
vs GPT-5.4: ↓ 81.3%
vs Claude Sonnet 5: ↓ 76.1%
#7

Gemini 3.1 Flash
Google

$0.047000 (rounded ~ $0.05)
vs GPT-5.4: ↓ 80%
vs Claude Sonnet 5: ↓ 74.5%
#8

Kimi K2.5
Moonshot AI

$0.056040 (rounded ~ $0.06)
vs GPT-5.4: ↓ 76.2%
vs Claude Sonnet 5: ↓ 69.5%
#9

Gemini 3.8 Flash
Google

$0.069000 (rounded ~ $0.07)
vs GPT-5.4: ↓ 70.6%
vs Claude Sonnet 5: ↓ 62.5%
#10

GPT-5.4 mini
OpenAI

$0.070500
vs GPT-5.4: ↓ 70%
vs Claude Sonnet 5: ↓ 61.7%
#11

Grok Build 0.1
xAI

$0.086000 (rounded ~ $0.09)
vs GPT-5.4: ↓ 63.4%
vs Claude Sonnet 5: ↓ 53.3%
#12

Kimi K2.6
Moonshot AI

$0.087230 (rounded ~ $0.09)
vs GPT-5.4: ↓ 62.9%
vs Claude Sonnet 5: ↓ 52.6%
#13

Kimi K2.7 Code
Moonshot AI

$0.087230 (rounded ~ $0.09)
vs GPT-5.4: ↓ 62.9%
vs Claude Sonnet 5: ↓ 52.6%
#14

o4-mini Deep Research
OpenAI

$0.090000
vs GPT-5.4: ↓ 61.7%
vs Claude Sonnet 5: ↓ 51.1%
#15

Claude Haiku 4.5
Anthropic

$0.092000 (rounded ~ $0.09)
vs GPT-5.4: ↓ 60.9%
vs Claude Sonnet 5: ↓ 50%
#16

GPT-5.6 Luna
OpenAI

$0.094000 (rounded ~ $0.09)
vs GPT-5.4: ↓ 60%
vs Claude Sonnet 5: ↓ 48.9%
#17

o4-mini
OpenAI

$0.099000
vs GPT-5.4: ↓ 57.9%
vs Claude Sonnet 5: ↓ 46.2%
#18

Grok 4.3
xAI

$0.107500 (rounded ~ $0.11)
vs GPT-5.4: ↓ 54.3%
vs Claude Sonnet 5: ↓ 41.6%
#19

Grok 4.20 Beta
xAI

$0.107500 (rounded ~ $0.11)
vs GPT-5.4: ↓ 54.3%
vs Claude Sonnet 5: ↓ 41.6%
#20

Gemini 2.5 Pro
Google

$0.122500 (rounded ~ $0.12)
vs GPT-5.4: ↓ 47.9%
vs Claude Sonnet 5: ↓ 33.4%
#21

Gemini 3.6 Flash
Google

$0.138000 (rounded ~ $0.14)
vs GPT-5.4: ↓ 41.3%
vs Claude Sonnet 5: ↓ 25%
#22

Gemini 3.5 Flash
Google

$0.141000 (rounded ~ $0.14)
vs GPT-5.4: ↓ 40%
vs Claude Sonnet 5: ↓ 23.4%
#23

GPT-5.3 Codex Spark
OpenAI

$0.171500 (rounded ~ $0.17)
vs GPT-5.4: ↓ 27%
vs Claude Sonnet 5: ↓ 6.8%
#24

GPT-5.3 Instant
OpenAI

$0.171500 (rounded ~ $0.17)
vs GPT-5.4: ↓ 27%
vs Claude Sonnet 5: ↓ 6.8%
#25

Grok 4.6
xAI

$0.176000 (rounded ~ $0.18)
vs GPT-5.4: ↓ 25.1%
vs Claude Sonnet 5: ↓ 4.3%
#26

Grok 4.5
xAI

$0.176000 (rounded ~ $0.18)
vs GPT-5.4: ↓ 25.1%
vs Claude Sonnet 5: ↓ 4.3%
#27

Claude Sonnet 5
Anthropic

$0.184000 (rounded ~ $0.18)
vs GPT-5.4: ↓ 21.7%
vs Claude Sonnet 5: Same
#28

Gemini 3.1 Pro
Google

$0.188000 (rounded ~ $0.19)
vs GPT-5.4: ↓ 20%
vs Claude Sonnet 5: ↑ 2.2%
#29

GPT-5.4 Thinking
OpenAI

$0.235000 (rounded ~ $0.24)
vs GPT-5.4: Same
vs Claude Sonnet 5: ↑ 27.7%
#30

GPT-5.6 Terra
OpenAI

$0.235000 (rounded ~ $0.24)
vs GPT-5.4: Same
vs Claude Sonnet 5: ↑ 27.7%
#31

Claude Sonnet 4.6
Anthropic

$0.276000 (rounded ~ $0.28)
vs GPT-5.4: ↑ 17.4%
vs Claude Sonnet 5: ↑ 50%
#32

Claude Opus 4.7
Anthropic

$0.460000
vs GPT-5.4: ↑ 95.7%
vs Claude Sonnet 5: ↑ 150%
#33

Claude Opus 5
Anthropic

$0.460000
vs GPT-5.4: ↑ 95.7%
vs Claude Sonnet 5: ↑ 150%
#34

Claude Opus 4.8
Anthropic

$0.460000
vs GPT-5.4: ↑ 95.7%
vs Claude Sonnet 5: ↑ 150%
#35

Claude Opus 4.6
Anthropic

$0.460000
vs GPT-5.4: ↑ 95.7%
vs Claude Sonnet 5: ↑ 150%
#36

GPT-5.5
OpenAI

$0.470000
vs GPT-5.4: ↑ 100%
vs Claude Sonnet 5: ↑ 155.4%
#37

GPT-5.5 Instant
OpenAI

$0.470000
vs GPT-5.4: ↑ 100%
vs Claude Sonnet 5: ↑ 155.4%
#38

GPT-5.6 Sol
OpenAI

$0.470000
vs GPT-5.4: ↑ 100%
vs Claude Sonnet 5: ↑ 155.4%
#39

o3 Deep Research
OpenAI

$0.900000
vs GPT-5.4: ↑ 283%
vs Claude Sonnet 5: ↑ 389.1%
#40

Claude Fable 5.1
Anthropic

$0.905000 (rounded ~ $0.91)
vs GPT-5.4: ↑ 285.1%
vs Claude Sonnet 5: ↑ 391.8%
#41

Claude Mythos 5.1
Anthropic

$0.905000 (rounded ~ $0.91)
vs GPT-5.4: ↑ 285.1%
vs Claude Sonnet 5: ↑ 391.8%
#42

Claude Fable 5
Anthropic

$0.920000
vs GPT-5.4: ↑ 291.5%
vs Claude Sonnet 5: ↑ 400%
#43

Claude Mythos 5
Anthropic

$0.920000
vs GPT-5.4: ↑ 291.5%
vs Claude Sonnet 5: ↑ 400%
#44

GPT-6 Astra
OpenAI

$0.920000
vs GPT-5.4: ↑ 291.5%
vs Claude Sonnet 5: ↑ 400%
#45

o3 Pro
OpenAI

$1.800000
vs GPT-5.4: ↑ 666%
vs Claude Sonnet 5: ↑ 878.3%
#46

GPT-5.2 Pro
OpenAI

$2.058000 (rounded ~ $2.06)
vs GPT-5.4: ↑ 775.7%
vs Claude Sonnet 5: ↑ 1018.5%
#47

GPT-5.2 Pro
OpenAI

$2.058000 (rounded ~ $2.06)
vs GPT-5.4: ↑ 775.7%
vs Claude Sonnet 5: ↑ 1018.5%
✨ 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.

Agentic browser automation requires a delicate balance between reasoning depth and reliable tool execution. For e-commerce store owners and developers building autonomous agents that navigate complex web interfaces—such as performing competitive research, managing multi-step form fills, or scraping dynamic product catalogs—choosing the right model is a critical architectural decision. With 100K-token workflows, the goal is often to maintain coherence across lengthy navigation sequences while minimizing costly re-attempts.

GPT-5.4 stands out for its robust agentic capabilities, particularly when the task demands high-level reasoning to recover from navigation errors or interpret unexpected UI changes. Its native computer use and persistent reasoning capabilities make it an ideal candidate for complex workflows where the agent must adapt to dynamic, unpredictable websites. If your browser agent often encounters ‘stuck’ states or requires deeper logical leaps to complete a checkout or research task, the reasoning overhead of GPT-5.4 is typically a worthy investment.

Conversely, Claude Sonnet 5 excels in speed and tool adherence, making it highly effective for streamlined web interaction. Its architectural focus on reliable function calling ensures that once the agent decides on an action, it executes with high precision. For developers managing high-volume automation pipelines where latency and consistent tool output are paramount, Claude Sonnet 5 offers a distinct advantage.

Ultimately, the choice hinges on the nature of your automation. If your agents perform high-stakes investigations requiring significant autonomy, GPT-5.4 provides the necessary cognitive flexibility. If your goal is to scale efficient, low-friction browser tasks, Claude Sonnet 5 provides the stability and responsiveness required for consistent performance across large batches of automation sessions.

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 currently costs $2.50 / $15.00 per 1M tokens. These are the models worth pricing against it, taken live from the tracked registry.

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