GPT-5.4 vs Claude Sonnet 4.6 for 5,000-Token Content Generation

Claude Sonnet 4.6 has been replaced by Claude Sonnet 5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 Sonnet 5 pricing →  ·  All recent pricing changes

GPT-5.4 vs Claude Sonnet 4.6
Complete Comparison: 5,000 input tokens × 800 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
OpenAI
Claude Sonnet 4.6
Anthropic
Calculation Results (Current Inputs) (50% cached)
Input Tokens 5,000 5,000
Output Tokens 800 800
Cost Breakdown
Input Cost $0.006250 (rounded ~ $0.01)Worst $0.003750Best
Output Cost $0.006000 (rounded ~ $0.01)Worst $0.003000Best
Unit Cost (Audio/OCR) $0.000000 $0.000000
Service Fees $0.000000 $0.000000
Total Cost $0.009438 Most Expensive $0.005063 (rounded ~ $0.01) Best Value
Processing Time 14.96 seconds Slowest 13.97 seconds Fastest
Tokens per Second 420Slowest 450Fastest
Time to First Token 210ms Worst 200ms Best
Cost per 1K tokens $0.001627Worst $0.000873Best
Tokens per Dollar 614,570Worst Value 1,145,679Best Value
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base) $1.250000Worst $0.750000Best
Output Cost / 1M (Base) $7.500000Worst $3.750000Best
Input Cost / 1M (Optimized) $0.625000 (rounded ~ $0.63)Worst
Optimizations: 50.0% batch
$0.375000 (rounded ~ $0.38)Best
Optimizations: 50.0% batch
Output Cost / 1M (Optimized) $3.750000Worst
Optimizations: 50.0% batch
$1.875000 (rounded ~ $1.88)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
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)
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

$0.009438 Total Cost
$0.003125 Input Cost
$0.006000 Output Cost
$0.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
5,800Total Tokens
$0.001627Cost per 1K
614,570Tokens per $
🔄 Cliff Pricing Active: Using Standard pricing (standard) based on token volume.
📊 Advanced Cost Breakdown

Processing Speed

14.96s 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

$0.009438
Total Cost
⚡ 50% Cached 📊 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) $0.012250 (rounded ~ $0.01) Input: $0.006250 (rounded ~ $0.01)
Output: $0.006000 (rounded ~ $0.01)
Optimized Cost $0.009438 Input: $0.006250 (rounded ~ $0.01)
Output: $0.006000 (rounded ~ $0.01)
Unit: $0.000000
Fees: $0.000000
Total Savings $0.002813 23.0% 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 5,000 input tokens and 800 output tokens:

  • Input Cost: $0.006250 (rounded ~ $0.01)
  • Output Cost: $0.006000 (rounded ~ $0.01)
  • Total Cost: $0.009438
  • Cost per 1K tokens: $0.001627
  • Tokens per dollar: 614,570 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: 14.96 seconds
  • Latency: 210 milliseconds to first token
  • Base Throughput: 420 tokens/second
  • Effective Throughput: 393 tokens/second (temperature-adjusted)

Best Use Cases

Ideal for marketing teams requiring consistenthigh-quality bulk content generation with strict adherence to brand guidelines.

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 4.6 Anthropic 1000000

$0.005063 (rounded ~ $0.01)
Total Cost
⚡ 50% Cached 📊 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) $0.006750 (rounded ~ $0.01) Input: $0.003750
Output: $0.003000
Optimized Cost $0.005063 (rounded ~ $0.01) Input: $0.003750
Output: $0.003000
Unit: $0.000000
Fees: $0.000000
Total Savings $0.001688 25.0% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 5,000 input tokens and 800 output tokens:

  • Input Cost: $0.003750
  • Output Cost: $0.003000
  • Total Cost: $0.005063 (rounded ~ $0.01)
  • Cost per 1K tokens: $0.000873
  • Tokens per dollar: 1,145,679 tokens
  • Context Window: 1000000 tokens

Speed & Performance Analysis

With a processing speed of 450 tokens per second and 200ms time to first token:

  • Processing Time: 13.97 seconds
  • Latency: 200 milliseconds to first token
  • Base Throughput: 450 tokens/second
  • Effective Throughput: 421 tokens/second (temperature-adjusted)

Best Use Cases

Ideal for marketing teams requiring consistenthigh-quality bulk content generation with strict adherence to brand guidelines.

Want this applied to YOUR actual stack?

This calculator shows the math for Claude Sonnet 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 GPT-5.4
📋 Active Input Parameters
Input Tokens: 5,000
Output Tokens: 800
Batch API: Enabled (50% discount)
Cached Tokens: 50%
Rank AI Model & Provider Total Cost vs GPT-5.4 vs Claude Sonnet 4.6
🏆 Mistral Small 3
Mistral AI
 $0.000129 Best Value ↓ 98.6% cheaper ↓ 97.5% cheaper
🥈 Voxtral Small 24B
Mistral AI
 $0.000129 ↓ 98.6% cheaper ↓ 97.5% cheaper
🥉 Devstral Small 2
Mistral AI
 $0.000129 ↓ 98.6% cheaper ↓ 97.5% cheaper
#4 Ministral 3 (14B)
Mistral AI
 $0.000178 ↓ 98.1% cheaper ↓ 96.5% cheaper
#5 Nemotron 3 Super
NVIDIA
 $0.000370 ↓ 96.1% cheaper ↓ 92.7% cheaper
#6 Devstral 2
Mistral AI
 $0.000455 ↓ 95.2% cheaper ↓ 91% cheaper
#7 Gemini 3.1 Flash Lite
Google
 $0.000472 ↓ 95% cheaper ↓ 90.7% cheaper
#8 Mistral Large 3
Mistral AI
 $0.000644 ↓ 93.2% cheaper ↓ 87.3% cheaper
#9 Gemini 3.5 Flash-Lite
Google
 $0.000706 ↓ 92.5% cheaper ↓ 86% cheaper
#10 Gemini 2.5 Flash
Google
 $0.000706 ↓ 92.5% cheaper ↓ 86% cheaper
#11 Gemini 3.8 Flash
Google
 $0.001266 ↓ 86.6% cheaper ↓ 75% cheaper
#12 GPT-5.4 mini
OpenAI
 $0.001416 ↓ 85% cheaper ↓ 72% cheaper
#13 o4-mini Deep Research
OpenAI
 $0.001488 ↓ 84.2% cheaper ↓ 70.6% cheaper
#14 o4-mini
OpenAI
 $0.001636 ↓ 82.7% cheaper ↓ 67.7% cheaper
#15 Claude Haiku 4.5
Anthropic
 $0.001688 ↓ 82.1% cheaper ↓ 66.7% cheaper
#16 Gemini 3.1 Flash
Google
 $0.001888 ↓ 80% cheaper ↓ 62.7% cheaper
#17 GPT-5.6 Luna
OpenAI
 $0.001888 ↓ 80% cheaper ↓ 62.7% cheaper
#18 Magistral Medium
Mistral AI
 $0.002375 ↓ 74.8% cheaper ↓ 53.1% cheaper
#19 Gemini 3.6 Flash
Google
 $0.002531 ↓ 73.2% cheaper ↓ 50% cheaper
#20 Gemini 3.5 Flash
Google
 $0.002831 ↓ 70% cheaper ↓ 44.1% cheaper
#21 Claude Sonnet 5
Anthropic
 $0.003375 ↓ 64.2% cheaper ↓ 33.3% cheaper
#22 GPT-5.3 Codex Spark
OpenAI
 $0.004003 ↓ 57.6% cheaper ↓ 20.9% cheaper
#23 GPT-5.3 Instant
OpenAI
 $0.004003 ↓ 57.6% cheaper ↓ 20.9% cheaper
#24 Grok 4.3
xAI
 $0.004350 ↓ 53.9% cheaper ↓ 14.1% cheaper
#25 Grok 4.20 Beta
xAI
 $0.004350 ↓ 53.9% cheaper ↓ 14.1% cheaper
#26 GPT-5.6 Terra
OpenAI
 $0.004719 ↓ 50% cheaper ↓ 6.8% cheaper
#27 Claude Sonnet 4.6
Anthropic
 $0.005063 (rounded ~ $0.01) ↓ 46.4% cheaper Same price
#28 Gemini 2.5 Pro
Google
 $0.005719 (rounded ~ $0.01) ↓ 39.4% cheaper ↑ 13% more
#29 Gemini 3.1 Pro
Google
 $0.007550 (rounded ~ $0.01) ↓ 20% cheaper ↑ 49.1% more
#30 Claude Opus 4.7
Anthropic
 $0.008438 (rounded ~ $0.01) ↓ 10.6% cheaper ↑ 66.7% more
#31 Claude Opus 5
Anthropic
 $0.008438 (rounded ~ $0.01) ↓ 10.6% cheaper ↑ 66.7% more
#32 Claude Opus 4.8
Anthropic
 $0.008438 (rounded ~ $0.01) ↓ 10.6% cheaper ↑ 66.7% more
#33 Claude Opus 4.6
Anthropic
 $0.008438 (rounded ~ $0.01) ↓ 10.6% cheaper ↑ 66.7% more
#34 GPT-5.4 Thinking
OpenAI
 $0.009438 Same price ↑ 86.4% more
#35 GPT-5.5 Instant
OpenAI
 $0.009438 Same price ↑ 86.4% more
#36 GPT-5.6 Sol
OpenAI
 $0.009438 Same price ↑ 86.4% more
#37 o3 Deep Research
OpenAI
 $0.014875 (rounded ~ $0.01) ↑ 57.6% more ↑ 193.8% more
#38 Claude Fable 5.1
Anthropic
 $0.016406 (rounded ~ $0.02) ↑ 73.8% more ↑ 224.1% more
#39 Claude Mythos 5.1
Anthropic
 $0.016406 (rounded ~ $0.02) ↑ 73.8% more ↑ 224.1% more
#40 Claude Fable 5
Anthropic
 $0.016875 (rounded ~ $0.02) ↑ 78.8% more ↑ 233.3% more
#41 Claude Mythos 5
Anthropic
 $0.016875 (rounded ~ $0.02) ↑ 78.8% more ↑ 233.3% more
#42 GPT-5.5
OpenAI
 $0.018875 (rounded ~ $0.02) ↑ 100% more ↑ 272.8% more
#43 o3 Pro
OpenAI
 $0.029750 ↑ 215.2% more ↑ 487.7% more
#44 GPT-6 Astra
OpenAI
 $0.033750 (rounded ~ $0.03) ↑ 257.6% more ↑ 566.7% more
#45 GPT-5.2 Pro
OpenAI
 $0.048038 (rounded ~ $0.05) ↑ 409% more ↑ 848.9% more
#46 GPT-5.2 Pro
OpenAI
 $0.048038 (rounded ~ $0.05) ↑ 409% more ↑ 848.9% more
🏆

Mistral Small 3
Mistral AI

$0.000129
vs GPT-5.4: ↓ 98.6%
vs Claude Sonnet 4.6: ↓ 97.5%
🥈

Voxtral Small 24B
Mistral AI

$0.000129
vs GPT-5.4: ↓ 98.6%
vs Claude Sonnet 4.6: ↓ 97.5%
🥉

Devstral Small 2
Mistral AI

$0.000129
vs GPT-5.4: ↓ 98.6%
vs Claude Sonnet 4.6: ↓ 97.5%
#4

Ministral 3 (14B)
Mistral AI

$0.000178
vs GPT-5.4: ↓ 98.1%
vs Claude Sonnet 4.6: ↓ 96.5%
#5

Nemotron 3 Super
NVIDIA

$0.000370
vs GPT-5.4: ↓ 96.1%
vs Claude Sonnet 4.6: ↓ 92.7%
#6

Devstral 2
Mistral AI

$0.000455
vs GPT-5.4: ↓ 95.2%
vs Claude Sonnet 4.6: ↓ 91%
#7

Gemini 3.1 Flash Lite
Google

$0.000472
vs GPT-5.4: ↓ 95%
vs Claude Sonnet 4.6: ↓ 90.7%
#8

Mistral Large 3
Mistral AI

$0.000644
vs GPT-5.4: ↓ 93.2%
vs Claude Sonnet 4.6: ↓ 87.3%
#9

Gemini 3.5 Flash-Lite
Google

$0.000706
vs GPT-5.4: ↓ 92.5%
vs Claude Sonnet 4.6: ↓ 86%
#10

Gemini 2.5 Flash
Google

$0.000706
vs GPT-5.4: ↓ 92.5%
vs Claude Sonnet 4.6: ↓ 86%
#11

Gemini 3.8 Flash
Google

$0.001266
vs GPT-5.4: ↓ 86.6%
vs Claude Sonnet 4.6: ↓ 75%
#12

GPT-5.4 mini
OpenAI

$0.001416
vs GPT-5.4: ↓ 85%
vs Claude Sonnet 4.6: ↓ 72%
#13

o4-mini Deep Research
OpenAI

$0.001488
vs GPT-5.4: ↓ 84.2%
vs Claude Sonnet 4.6: ↓ 70.6%
#14

o4-mini
OpenAI

$0.001636
vs GPT-5.4: ↓ 82.7%
vs Claude Sonnet 4.6: ↓ 67.7%
#15

Claude Haiku 4.5
Anthropic

$0.001688
vs GPT-5.4: ↓ 82.1%
vs Claude Sonnet 4.6: ↓ 66.7%
#16

Gemini 3.1 Flash
Google

$0.001888
vs GPT-5.4: ↓ 80%
vs Claude Sonnet 4.6: ↓ 62.7%
#17

GPT-5.6 Luna
OpenAI

$0.001888
vs GPT-5.4: ↓ 80%
vs Claude Sonnet 4.6: ↓ 62.7%
#18

Magistral Medium
Mistral AI

$0.002375
vs GPT-5.4: ↓ 74.8%
vs Claude Sonnet 4.6: ↓ 53.1%
#19

Gemini 3.6 Flash
Google

$0.002531
vs GPT-5.4: ↓ 73.2%
vs Claude Sonnet 4.6: ↓ 50%
#20

Gemini 3.5 Flash
Google

$0.002831
vs GPT-5.4: ↓ 70%
vs Claude Sonnet 4.6: ↓ 44.1%
#21

Claude Sonnet 5
Anthropic

$0.003375
vs GPT-5.4: ↓ 64.2%
vs Claude Sonnet 4.6: ↓ 33.3%
#22

GPT-5.3 Codex Spark
OpenAI

$0.004003
vs GPT-5.4: ↓ 57.6%
vs Claude Sonnet 4.6: ↓ 20.9%
#23

GPT-5.3 Instant
OpenAI

$0.004003
vs GPT-5.4: ↓ 57.6%
vs Claude Sonnet 4.6: ↓ 20.9%
#24

Grok 4.3
xAI

$0.004350
vs GPT-5.4: ↓ 53.9%
vs Claude Sonnet 4.6: ↓ 14.1%
#25

Grok 4.20 Beta
xAI

$0.004350
vs GPT-5.4: ↓ 53.9%
vs Claude Sonnet 4.6: ↓ 14.1%
#26

GPT-5.6 Terra
OpenAI

$0.004719
vs GPT-5.4: ↓ 50%
vs Claude Sonnet 4.6: ↓ 6.8%
#27

Claude Sonnet 4.6
Anthropic

$0.005063 (rounded ~ $0.01)
vs GPT-5.4: ↓ 46.4%
vs Claude Sonnet 4.6: Same
#28

Gemini 2.5 Pro
Google

$0.005719 (rounded ~ $0.01)
vs GPT-5.4: ↓ 39.4%
vs Claude Sonnet 4.6: ↑ 13%
#29

Gemini 3.1 Pro
Google

$0.007550 (rounded ~ $0.01)
vs GPT-5.4: ↓ 20%
vs Claude Sonnet 4.6: ↑ 49.1%
#30

Claude Opus 4.7
Anthropic

$0.008438 (rounded ~ $0.01)
vs GPT-5.4: ↓ 10.6%
vs Claude Sonnet 4.6: ↑ 66.7%
#31

Claude Opus 5
Anthropic

$0.008438 (rounded ~ $0.01)
vs GPT-5.4: ↓ 10.6%
vs Claude Sonnet 4.6: ↑ 66.7%
#32

Claude Opus 4.8
Anthropic

$0.008438 (rounded ~ $0.01)
vs GPT-5.4: ↓ 10.6%
vs Claude Sonnet 4.6: ↑ 66.7%
#33

Claude Opus 4.6
Anthropic

$0.008438 (rounded ~ $0.01)
vs GPT-5.4: ↓ 10.6%
vs Claude Sonnet 4.6: ↑ 66.7%
#34

GPT-5.4 Thinking
OpenAI

$0.009438
vs GPT-5.4: Same
vs Claude Sonnet 4.6: ↑ 86.4%
#35

GPT-5.5 Instant
OpenAI

$0.009438
vs GPT-5.4: Same
vs Claude Sonnet 4.6: ↑ 86.4%
#36

GPT-5.6 Sol
OpenAI

$0.009438
vs GPT-5.4: Same
vs Claude Sonnet 4.6: ↑ 86.4%
#37

o3 Deep Research
OpenAI

$0.014875 (rounded ~ $0.01)
vs GPT-5.4: ↑ 57.6%
vs Claude Sonnet 4.6: ↑ 193.8%
#38

Claude Fable 5.1
Anthropic

$0.016406 (rounded ~ $0.02)
vs GPT-5.4: ↑ 73.8%
vs Claude Sonnet 4.6: ↑ 224.1%
#39

Claude Mythos 5.1
Anthropic

$0.016406 (rounded ~ $0.02)
vs GPT-5.4: ↑ 73.8%
vs Claude Sonnet 4.6: ↑ 224.1%
#40

Claude Fable 5
Anthropic

$0.016875 (rounded ~ $0.02)
vs GPT-5.4: ↑ 78.8%
vs Claude Sonnet 4.6: ↑ 233.3%
#41

Claude Mythos 5
Anthropic

$0.016875 (rounded ~ $0.02)
vs GPT-5.4: ↑ 78.8%
vs Claude Sonnet 4.6: ↑ 233.3%
#42

GPT-5.5
OpenAI

$0.018875 (rounded ~ $0.02)
vs GPT-5.4: ↑ 100%
vs Claude Sonnet 4.6: ↑ 272.8%
#43

o3 Pro
OpenAI

$0.029750
vs GPT-5.4: ↑ 215.2%
vs Claude Sonnet 4.6: ↑ 487.7%
#44

GPT-6 Astra
OpenAI

$0.033750 (rounded ~ $0.03)
vs GPT-5.4: ↑ 257.6%
vs Claude Sonnet 4.6: ↑ 566.7%
#45

GPT-5.2 Pro
OpenAI

$0.048038 (rounded ~ $0.05)
vs GPT-5.4: ↑ 409%
vs Claude Sonnet 4.6: ↑ 848.9%
#46

GPT-5.2 Pro
OpenAI

$0.048038 (rounded ~ $0.05)
vs GPT-5.4: ↑ 409%
vs Claude Sonnet 4.6: ↑ 848.9%
✨ 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.

Choosing Your Bulk Generation Engine

For SaaS product teams managing 5,000-description catalogs, the choice between GPT-5.4 and Claude Sonnet 4.6 is a tradeoff between raw versatility and structured adherence. GPT-5.4 excels when your workflow requires a model that handles a wide variety of tasks—from brainstorming to complex reasoning—without needing constant prompt adjustment. Its unified architecture makes it a swiss-army knife, reducing the need for multiple specialized models.

Claude Sonnet 4.6, conversely, is often the preferred choice for teams that prioritize precision and adherence to strict formatting schemas. If your product descriptions require specific tone constraints, JSON-structured outputs, or complex multi-step instructions, Sonnet 4.6 consistently delivers fewer errors in schema compliance. This predictability is critical when you are automating thousands of items, as a single malformed output can break downstream database imports.

Beyond performance, consider your deployment architecture. GPT-5.4 is highly flexible across various budget tiers, making it easier to scale from prototype to production. However, Sonnet 4.6 offers significant advantages in cost predictability for enterprise teams through its native support for caching and batch processing. For bulk generation, evaluate whether your priority is the ‘ease of use’ that comes with OpenAI’s massive integration ecosystem or the ‘strict architectural control’ offered by Anthropic’s focused approach. Both models are highly capable, but the right fit depends on whether your team values rapid, broad-spectrum agility or deep-process reliability.

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.

Compare across providers

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