Claude Sonnet 4.6 vs GPT-5.4 mini: 5,000 Product Descriptions Monthly

Claude Sonnet 4.6 has been replaced by Claude Sonnet 5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

Claude Sonnet 4.6 vs GPT-5.4 mini
Complete Comparison: 500 input tokens × 800 output tokens
Comparison Mode
⚡ 30% Cached

Complete comparison of pricing, performance, and capabilities for 2 leading AI models with 30% Cached.

⚡ Caching Optimized (up to 90% savings) 📊 Batch API
Comparison Criteria Claude Sonnet 4.6
Anthropic
GPT-5.4 mini
OpenAI
Calculation Results (Current Inputs) (30% cached)
Input Tokens 500 500
Output Tokens 800 800
Cost Breakdown
Input Cost $0.000375Worst $0.000094Best
Output Cost $0.003000Worst $0.000900Best
Unit Cost (Audio/OCR) $0.000000 $0.000000
Service Fees $0.000000 $0.000000
Total Cost $0.003274 Most Expensive $0.000968 Best Value
Processing Time 3.27 seconds Slowest 2.96 seconds Fastest
Tokens per Second 450Slowest 500Fastest
Time to First Token 200ms Worst 180ms Best
Cost per 1K tokens $0.002518Worst $0.000745Best
Tokens per Dollar 397,098Worst Value 1,342,369Best Value
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base) $0.750000Worst $0.187500 (rounded ~ $0.19)Best
Output Cost / 1M (Base) $3.750000Worst $1.125000 (rounded ~ $1.13)Best
Input Cost / 1M (Optimized) $0.375000 (rounded ~ $0.38)Worst
Optimizations: 50.0% batch
$0.093750 (rounded ~ $0.09)Best
Optimizations: 50.0% batch
Output Cost / 1M (Optimized) $1.875000 (rounded ~ $1.88)Worst
Optimizations: 50.0% batch
$0.562500 (rounded ~ $0.56)Best
Optimizations: 50.0% batch
Capabilities & Advanced Features
Images Support ✓ Supported ✓ Supported
Caching Support
30
✓ 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

Claude Sonnet 4.6
AnthropicMax Context: 1,000,000 tokens
$3 / $15 per 1M tokens
▼
▼
Use Batch API (50% discount)
30%
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

$0.003274 Total Cost
$0.000263 Input Cost
$0.003000 Output Cost
$0.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
1,300Total Tokens
$0.002518Cost per 1K
397,098Tokens per $
📊 Advanced Cost Breakdown

Processing Speed

3.27s Processing Time
450 Tokens/Second
200ms Time to First Token
421 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.

Claude Sonnet 4.6 Anthropic 1000000

$0.003274
Total Cost
⚡ 30% 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) $0.003375 Input: $0.000375
Output: $0.003000
Optimized Cost $0.003274 Input: $0.000375
Output: $0.003000
Unit: $0.000000
Fees: $0.000000
Total Savings $0.000101 3.0% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 500 input tokens and 800 output tokens:

  • Input Cost: $0.000375
  • Output Cost: $0.003000
  • Total Cost: $0.003274
  • Cost per 1K tokens: $0.002518
  • Tokens per dollar: 397,098 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: 3.27 seconds
  • Latency: 200 milliseconds to first token
  • Base Throughput: 450 tokens/second
  • Effective Throughput: 421 tokens/second (temperature-adjusted)

Best Use Cases

Claude Sonnet 4.6 for high-qualitynuanced editorial content; GPT-5.4 mini for high-speedcost-optimizedschema-driven generation.

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 →

GPT-5.4 mini OpenAI

$0.000968
Total Cost
⚡ 30% 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) $0.000994 Input: $0.000094
Output: $0.000900
Optimized Cost $0.000968 Input: $0.000094
Output: $0.000900
Unit: $0.000000
Fees: $0.000000
Total Savings $0.000025 2.5% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 500 input tokens and 800 output tokens:

  • Input Cost: $0.000094
  • Output Cost: $0.000900
  • Total Cost: $0.000968
  • Cost per 1K tokens: $0.000745
  • Tokens per dollar: 1,342,369 tokens
  • Context Window: 400000 tokens

Speed & Performance Analysis

With a processing speed of 500 tokens per second and 180ms time to first token:

  • Processing Time: 2.96 seconds
  • Latency: 180 milliseconds to first token
  • Base Throughput: 500 tokens/second
  • Effective Throughput: 467 tokens/second (temperature-adjusted)

Best Use Cases

Claude Sonnet 4.6 for high-qualitynuanced editorial content; GPT-5.4 mini for high-speedcost-optimizedschema-driven generation.

Want this applied to YOUR actual stack?

This calculator shows the math for GPT-5.4 mini. 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 Claude Sonnet 4.6
📋 Active Input Parameters
Input Tokens: 500
Output Tokens: 800
Batch API: Enabled (50% discount)
Cached Tokens: 30%
Rank AI Model & Provider Total Cost vs Claude Sonnet 4.6 vs GPT-5.4 mini
🏆 Ministral 3 (14B)
Mistral AI
 $0.000058 Best Value ↓ 98.2% cheaper ↓ 94% cheaper
🥈 Mistral Small 3
Mistral AI
 $0.000069 ↓ 97.9% cheaper ↓ 92.9% cheaper
🥉 Voxtral Small 24B
Mistral AI
 $0.000069 ↓ 97.9% cheaper ↓ 92.9% cheaper
#4 Devstral Small 2
Mistral AI
 $0.000069 ↓ 97.9% cheaper ↓ 92.9% cheaper
#5 Nemotron 3 Super
NVIDIA
 $0.000191 ↓ 94.2% cheaper ↓ 80.2% cheaper
#6 Devstral 2
Mistral AI
 $0.000217 ↓ 93.4% cheaper ↓ 77.6% cheaper
#7 Gemini 3.1 Flash Lite
Google
 $0.000323 ↓ 90.1% cheaper ↓ 66.7% cheaper
#8 Mistral Large 3
Mistral AI
 $0.000346 ↓ 89.4% cheaper ↓ 64.3% cheaper
#9 Gemini 3.5 Flash-Lite
Google
 $0.000527 ↓ 83.9% cheaper ↓ 45.5% cheaper
#10 Gemini 2.5 Flash
Google
 $0.000527 ↓ 83.9% cheaper ↓ 45.5% cheaper
#11 Gemini 3.8 Flash
Google
 $0.000818 ↓ 75% cheaper ↓ 15.5% cheaper
#12 o4-mini Deep Research
OpenAI
 $0.000891 ↓ 72.8% cheaper ↓ 8% cheaper
#13 GPT-5.4 mini
OpenAI
 $0.000968 ↓ 70.4% cheaper Same price
#14 o4-mini
OpenAI
 $0.000980 ↓ 70.1% cheaper ↑ 1.2% more
#15 Claude Haiku 4.5
Anthropic
 $0.001091 ↓ 66.7% cheaper ↑ 12.7% more
#16 Magistral Medium
Mistral AI
 $0.001183 ↓ 63.9% cheaper ↑ 22.1% more
#17 Gemini 3.1 Flash
Google
 $0.001291 ↓ 60.6% cheaper ↑ 33.3% more
#18 GPT-5.6 Luna
OpenAI
 $0.001291 ↓ 60.6% cheaper ↑ 33.3% more
#19 Gemini 3.6 Flash
Google
 $0.001637 ↓ 50% cheaper ↑ 69% more
#20 Gemini 3.5 Flash
Google
 $0.001937 ↓ 40.8% cheaper ↑ 100% more
#21 Grok 4.3
xAI
 $0.001965 ↓ 40% cheaper ↑ 102.9% more
#22 Grok 4.20 Beta
xAI
 $0.001965 ↓ 40% cheaper ↑ 102.9% more
#23 Claude Sonnet 5
Anthropic
 $0.002183 ↓ 33.3% cheaper ↑ 125.4% more
#24 GPT-5.3 Codex Spark
OpenAI
 $0.002960 ↓ 9.6% cheaper ↑ 205.6% more
#25 GPT-5.3 Instant
OpenAI
 $0.002960 ↓ 9.6% cheaper ↑ 205.6% more
#26 GPT-5.6 Terra
OpenAI
 $0.003228 ↓ 1.4% cheaper ↑ 233.3% more
#27 Gemini 2.5 Pro
Google
 $0.004228 ↑ 29.2% more ↑ 336.6% more
#28 Gemini 3.1 Pro
Google
 $0.005165 (rounded ~ $0.01) ↑ 57.8% more ↑ 433.3% more
#29 Claude Opus 4.7
Anthropic
 $0.005456 (rounded ~ $0.01) ↑ 66.7% more ↑ 463.4% more
#30 Claude Opus 5
Anthropic
 $0.005456 (rounded ~ $0.01) ↑ 66.7% more ↑ 463.4% more
#31 Claude Opus 4.8
Anthropic
 $0.005456 (rounded ~ $0.01) ↑ 66.7% more ↑ 463.4% more
#32 Claude Opus 4.6
Anthropic
 $0.005456 (rounded ~ $0.01) ↑ 66.7% more ↑ 463.4% more
#33 GPT-5.4
OpenAI
 $0.006456 (rounded ~ $0.01) ↑ 97.2% more ↑ 566.7% more
#34 GPT-5.4 Thinking
OpenAI
 $0.006456 (rounded ~ $0.01) ↑ 97.2% more ↑ 566.7% more
#35 GPT-5.5 Instant
OpenAI
 $0.006456 (rounded ~ $0.01) ↑ 97.2% more ↑ 566.7% more
#36 GPT-5.6 Sol
OpenAI
 $0.006456 (rounded ~ $0.01) ↑ 97.2% more ↑ 566.7% more
#37 o3 Deep Research
OpenAI
 $0.008913 (rounded ~ $0.01) ↑ 172.2% more ↑ 820.3% more
#38 Claude Fable 5.1
Anthropic
 $0.010884 ↑ 232.5% more ↑ 1023.9% more
#39 Claude Mythos 5.1
Anthropic
 $0.010884 ↑ 232.5% more ↑ 1023.9% more
#40 Claude Fable 5
Anthropic
 $0.010913 ↑ 233.3% more ↑ 1026.8% more
#41 Claude Mythos 5
Anthropic
 $0.010913 ↑ 233.3% more ↑ 1026.8% more
#42 GPT-5.5
OpenAI
 $0.012913 (rounded ~ $0.01) ↑ 294.4% more ↑ 1233.3% more
#43 o3 Pro
OpenAI
 $0.017825 (rounded ~ $0.02) ↑ 444.5% more ↑ 1740.6% more
#44 GPT-6 Astra
OpenAI
 $0.021825 (rounded ~ $0.02) ↑ 566.7% more ↑ 2153.6% more
#45 GPT-5.2 Pro
OpenAI
 $0.035516 (rounded ~ $0.04) ↑ 984.9% more ↑ 3567.4% more
#46 GPT-5.2 Pro
OpenAI
 $0.035516 (rounded ~ $0.04) ↑ 984.9% more ↑ 3567.4% more
🏆

Ministral 3 (14B)
Mistral AI

$0.000058
vs Claude Sonnet 4.6: ↓ 98.2%
vs GPT-5.4 mini: ↓ 94%
🥈

Mistral Small 3
Mistral AI

$0.000069
vs Claude Sonnet 4.6: ↓ 97.9%
vs GPT-5.4 mini: ↓ 92.9%
🥉

Voxtral Small 24B
Mistral AI

$0.000069
vs Claude Sonnet 4.6: ↓ 97.9%
vs GPT-5.4 mini: ↓ 92.9%
#4

Devstral Small 2
Mistral AI

$0.000069
vs Claude Sonnet 4.6: ↓ 97.9%
vs GPT-5.4 mini: ↓ 92.9%
#5

Nemotron 3 Super
NVIDIA

$0.000191
vs Claude Sonnet 4.6: ↓ 94.2%
vs GPT-5.4 mini: ↓ 80.2%
#6

Devstral 2
Mistral AI

$0.000217
vs Claude Sonnet 4.6: ↓ 93.4%
vs GPT-5.4 mini: ↓ 77.6%
#7

Gemini 3.1 Flash Lite
Google

$0.000323
vs Claude Sonnet 4.6: ↓ 90.1%
vs GPT-5.4 mini: ↓ 66.7%
#8

Mistral Large 3
Mistral AI

$0.000346
vs Claude Sonnet 4.6: ↓ 89.4%
vs GPT-5.4 mini: ↓ 64.3%
#9

Gemini 3.5 Flash-Lite
Google

$0.000527
vs Claude Sonnet 4.6: ↓ 83.9%
vs GPT-5.4 mini: ↓ 45.5%
#10

Gemini 2.5 Flash
Google

$0.000527
vs Claude Sonnet 4.6: ↓ 83.9%
vs GPT-5.4 mini: ↓ 45.5%
#11

Gemini 3.8 Flash
Google

$0.000818
vs Claude Sonnet 4.6: ↓ 75%
vs GPT-5.4 mini: ↓ 15.5%
#12

o4-mini Deep Research
OpenAI

$0.000891
vs Claude Sonnet 4.6: ↓ 72.8%
vs GPT-5.4 mini: ↓ 8%
#13

GPT-5.4 mini
OpenAI

$0.000968
vs Claude Sonnet 4.6: ↓ 70.4%
vs GPT-5.4 mini: Same
#14

o4-mini
OpenAI

$0.000980
vs Claude Sonnet 4.6: ↓ 70.1%
vs GPT-5.4 mini: ↑ 1.2%
#15

Claude Haiku 4.5
Anthropic

$0.001091
vs Claude Sonnet 4.6: ↓ 66.7%
vs GPT-5.4 mini: ↑ 12.7%
#16

Magistral Medium
Mistral AI

$0.001183
vs Claude Sonnet 4.6: ↓ 63.9%
vs GPT-5.4 mini: ↑ 22.1%
#17

Gemini 3.1 Flash
Google

$0.001291
vs Claude Sonnet 4.6: ↓ 60.6%
vs GPT-5.4 mini: ↑ 33.3%
#18

GPT-5.6 Luna
OpenAI

$0.001291
vs Claude Sonnet 4.6: ↓ 60.6%
vs GPT-5.4 mini: ↑ 33.3%
#19

Gemini 3.6 Flash
Google

$0.001637
vs Claude Sonnet 4.6: ↓ 50%
vs GPT-5.4 mini: ↑ 69%
#20

Gemini 3.5 Flash
Google

$0.001937
vs Claude Sonnet 4.6: ↓ 40.8%
vs GPT-5.4 mini: ↑ 100%
#21

Grok 4.3
xAI

$0.001965
vs Claude Sonnet 4.6: ↓ 40%
vs GPT-5.4 mini: ↑ 102.9%
#22

Grok 4.20 Beta
xAI

$0.001965
vs Claude Sonnet 4.6: ↓ 40%
vs GPT-5.4 mini: ↑ 102.9%
#23

Claude Sonnet 5
Anthropic

$0.002183
vs Claude Sonnet 4.6: ↓ 33.3%
vs GPT-5.4 mini: ↑ 125.4%
#24

GPT-5.3 Codex Spark
OpenAI

$0.002960
vs Claude Sonnet 4.6: ↓ 9.6%
vs GPT-5.4 mini: ↑ 205.6%
#25

GPT-5.3 Instant
OpenAI

$0.002960
vs Claude Sonnet 4.6: ↓ 9.6%
vs GPT-5.4 mini: ↑ 205.6%
#26

GPT-5.6 Terra
OpenAI

$0.003228
vs Claude Sonnet 4.6: ↓ 1.4%
vs GPT-5.4 mini: ↑ 233.3%
#27

Gemini 2.5 Pro
Google

$0.004228
vs Claude Sonnet 4.6: ↑ 29.2%
vs GPT-5.4 mini: ↑ 336.6%
#28

Gemini 3.1 Pro
Google

$0.005165 (rounded ~ $0.01)
vs Claude Sonnet 4.6: ↑ 57.8%
vs GPT-5.4 mini: ↑ 433.3%
#29

Claude Opus 4.7
Anthropic

$0.005456 (rounded ~ $0.01)
vs Claude Sonnet 4.6: ↑ 66.7%
vs GPT-5.4 mini: ↑ 463.4%
#30

Claude Opus 5
Anthropic

$0.005456 (rounded ~ $0.01)
vs Claude Sonnet 4.6: ↑ 66.7%
vs GPT-5.4 mini: ↑ 463.4%
#31

Claude Opus 4.8
Anthropic

$0.005456 (rounded ~ $0.01)
vs Claude Sonnet 4.6: ↑ 66.7%
vs GPT-5.4 mini: ↑ 463.4%
#32

Claude Opus 4.6
Anthropic

$0.005456 (rounded ~ $0.01)
vs Claude Sonnet 4.6: ↑ 66.7%
vs GPT-5.4 mini: ↑ 463.4%
#33

GPT-5.4
OpenAI

$0.006456 (rounded ~ $0.01)
vs Claude Sonnet 4.6: ↑ 97.2%
vs GPT-5.4 mini: ↑ 566.7%
#34

GPT-5.4 Thinking
OpenAI

$0.006456 (rounded ~ $0.01)
vs Claude Sonnet 4.6: ↑ 97.2%
vs GPT-5.4 mini: ↑ 566.7%
#35

GPT-5.5 Instant
OpenAI

$0.006456 (rounded ~ $0.01)
vs Claude Sonnet 4.6: ↑ 97.2%
vs GPT-5.4 mini: ↑ 566.7%
#36

GPT-5.6 Sol
OpenAI

$0.006456 (rounded ~ $0.01)
vs Claude Sonnet 4.6: ↑ 97.2%
vs GPT-5.4 mini: ↑ 566.7%
#37

o3 Deep Research
OpenAI

$0.008913 (rounded ~ $0.01)
vs Claude Sonnet 4.6: ↑ 172.2%
vs GPT-5.4 mini: ↑ 820.3%
#38

Claude Fable 5.1
Anthropic

$0.010884
vs Claude Sonnet 4.6: ↑ 232.5%
vs GPT-5.4 mini: ↑ 1023.9%
#39

Claude Mythos 5.1
Anthropic

$0.010884
vs Claude Sonnet 4.6: ↑ 232.5%
vs GPT-5.4 mini: ↑ 1023.9%
#40

Claude Fable 5
Anthropic

$0.010913
vs Claude Sonnet 4.6: ↑ 233.3%
vs GPT-5.4 mini: ↑ 1026.8%
#41

Claude Mythos 5
Anthropic

$0.010913
vs Claude Sonnet 4.6: ↑ 233.3%
vs GPT-5.4 mini: ↑ 1026.8%
#42

GPT-5.5
OpenAI

$0.012913 (rounded ~ $0.01)
vs Claude Sonnet 4.6: ↑ 294.4%
vs GPT-5.4 mini: ↑ 1233.3%
#43

o3 Pro
OpenAI

$0.017825 (rounded ~ $0.02)
vs Claude Sonnet 4.6: ↑ 444.5%
vs GPT-5.4 mini: ↑ 1740.6%
#44

GPT-6 Astra
OpenAI

$0.021825 (rounded ~ $0.02)
vs Claude Sonnet 4.6: ↑ 566.7%
vs GPT-5.4 mini: ↑ 2153.6%
#45

GPT-5.2 Pro
OpenAI

$0.035516 (rounded ~ $0.04)
vs Claude Sonnet 4.6: ↑ 984.9%
vs GPT-5.4 mini: ↑ 3567.4%
#46

GPT-5.2 Pro
OpenAI

$0.035516 (rounded ~ $0.04)
vs Claude Sonnet 4.6: ↑ 984.9%
vs GPT-5.4 mini: ↑ 3567.4%
✨ 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 the Right Engine for Marketing Content

Selecting between Claude Sonnet 4.6 and GPT-5.4 mini for bulk content generation often comes down to the specific nuance and reasoning depth required for your brand. Claude Sonnet 4.6 is frequently favored for long-form, editorial-style product descriptions where natural flow, high-level instruction following, and a sophisticated tone are paramount. Its architectural focus on precision allows it to adhere to complex constraints regarding brand voice, which is essential for maintaining consistency across a large catalog.

Conversely, GPT-5.4 mini is engineered to be a highly versatile, efficient workhorse for rapid content generation. For teams that need to churn through high-volume, structured data where speed and cost-per-call are the primary bottlenecks, this model offers a highly optimized performance profile. Its agility makes it particularly effective for scenarios involving repetitive, template-driven copywriting where the model must maintain strict adherence to defined schemas while navigating high-concurrency environments.

The decision typically hinges on your production trade-offs. If your content strategy relies on complex reasoning, cross-referencing multiple attributes, or subtle brand-voice adaptation, the architectural strengths of Sonnet 4.6 often justify its integration. If your priority is absolute maximum throughput for straightforward, schema-based descriptions, GPT-5.4 mini provides a lean, efficient path forward. Both models are highly capable, but their performance profiles in real-world agentic pipelines will reveal different operational efficiencies based on your specific prompt complexity and latency requirements.

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

Claude Sonnet 4.6 currently costs $3.00 / $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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