What are cached tokens and how do they save money?

Cached tokens are repeated input tokens (like system prompts or conversation history) that providers charge at a discounted rate. Anthropic offers varying discounts for cached tokens (typically 50-80%). Your calculation saves money by applying caching to 40% of input tokens for optimized cost savings.

When should I use Batch API vs real-time API?

Use Batch API for non-realtime processing of large volumes where latency isn't critical (saves up to 40-60%). Use real-time API for interactive applications like chatbots. Batch processing is ideal for data analysis, content generation in bulk, and offline processing.

What should I consider when comparing different AI models?

When comparing AI models, focus on factors such as performance, accuracy, response speed, cost, scalability, and how well the model fits your specific use case. The right choice depends on your workload, budget, and the type of tasks you want the AI to handle. Using an AI cost and time calculator can help you make an informed, data-driven decision.

Claude Sonnet 5 vs DeepSeek V4 Pro for 500K-Token Code Review Pipelines

Name: DeepSeek V4 Pro
Brand: DeepSeek
Price: 0.13 USD
Availability: InStock
Rating: 4.5 (89 reviews)

Claude Sonnet 5 vs DeepSeek V4 Pro

Complete Comparison: 500,000 input tokens × 2,000 output tokens

⚡ 40% Cached

Complete comparison of pricing, performance, and capabilities for 2 leading AI models with 40% Cached.

⚡ Caching Optimized (up to 98% savings) 📊 Batch API

Comparison Criteria	Claude Sonnet 5 Anthropic	DeepSeek V4 Pro DeepSeek
Calculation Results (Current Inputs) (40% cached)
Input Tokens	500,000	500,000
Output Tokens	2,000	2,000
Cost Breakdown
Input Cost	$0.250000Worst	$0.217500 (rounded ~ $0.22)Best
Output Cost	$0.005000 (rounded ~ $0.01)Worst	$0.001740Best
Unit Cost (Audio/OCR)	$0.000000	$0.000000
Service Fees	$0.000000	$0.000000
Total Cost	$0.165000 (rounded ~ $0.17) Most Expensive	$0.133980 (rounded ~ $0.13) Best Value
Processing Time	18 minutes, 44.22 seconds Fastest	28 minutes, 43.71 seconds Slowest
Tokens per Second	460Fastest	300Slowest
Time to First Token	195ms Worst	180ms Best
Cost per 1K tokens	$0.000329Worst	$0.000267Best
Tokens per Dollar	3,042,424Worst Value	3,746,828Best Value
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base)	$0.500000Worst	$0.435000 (rounded ~ $0.44)Best
Output Cost / 1M (Base)	$2.500000Worst	$0.870000Best
Input Cost / 1M (Optimized)	$0.250000Best Optimizations: 50.0% batch	$0.435000 (rounded ~ $0.44)Worst Optimizations: No optimizations applied
Output Cost / 1M (Optimized)	$1.250000Worst Optimizations: 50.0% batch	$0.870000Best Optimizations: No optimizations applied
Capabilities & Advanced Features
Images Support	✓ Supported	✗ Not Supported
Caching Support 40	✓ Supported	✓ Supported
Batch API Support	✓ Supported	✗ Not Supported
Tool Usage Support	✓ Supported	✓ Supported

Scroll horizontally to see all data

🔄 Compare Different AI Models

First Model

Provider

Model

Second Model

Provider

Model

Select providers and models above, then click "Compare Models" to update the comparison.
All other parameters will be preserved from the current comparison.

Claude Sonnet 5 Anthropic 1000000

$0.165000 (rounded ~ $0.17)

Total Cost

⚡ 40% 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) $0.255000 (rounded ~ $0.26) Input: $0.250000
Output: $0.005000 (rounded ~ $0.01)

Optimized Cost $0.165000 (rounded ~ $0.17) Input: $0.250000
Output: $0.005000 (rounded ~ $0.01)
Unit: $0.000000
Fees: $0.000000

Total Savings $0.090000 35.3% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API

50.0% off

Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 500,000 input tokens and 2,000 output tokens:

Input Cost: $0.250000
Output Cost: $0.005000 (rounded ~ $0.01)
Total Cost: $0.165000 (rounded ~ $0.17)
Cost per 1K tokens: $0.000329
Tokens per dollar: 3,042,424 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: 18 minutes, 44.22 seconds
Latency: 195 milliseconds to first token
Base Throughput: 460 tokens/second
Effective Throughput: 447 tokens/second (temperature-adjusted)

Best Use Cases

Choose Claude Sonnet 5 for architectural reviews and complex I18n logic; DeepSeek V4 Pro for high-throughputautomated linting and syntax-heavy PR verification.

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 →

DeepSeek V4 Pro DeepSeek 1000000

$0.133980 (rounded ~ $0.13)

Total Cost

⚡ 40% Cached 📊 Batch API 🔧 Tools

👁️

Vision/Images

✗ Not Available

🎧

Audio Processing

✗ Not Available

🎥

Video Analysis

✗ Not Available

🔧

Tool Usage

✓ Available

📄

OCR Support

✗ Not Available

📊

Batch API

✗ Not Available

⚡

Caching

✓ Available

98% savings

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $0.219240 Input: $0.217500 (rounded ~ $0.22)
Output: $0.001740

Optimized Cost $0.133980 (rounded ~ $0.13) Input: $0.217500 (rounded ~ $0.22)
Output: $0.001740
Unit: $0.000000
Fees: $0.000000

Total Savings $0.085260 (rounded ~ $0.09) 38.9% discount

Detailed Cost Analysis (from Plugin)

For 500,000 input tokens and 2,000 output tokens:

Input Cost: $0.217500 (rounded ~ $0.22)
Output Cost: $0.001740
Total Cost: $0.133980 (rounded ~ $0.13)
Cost per 1K tokens: $0.000267
Tokens per dollar: 3,746,828 tokens
Context Window: 1000000 tokens

Speed & Performance Analysis

With a processing speed of 300 tokens per second and 180ms time to first token:

Processing Time: 28 minutes, 43.71 seconds
Latency: 180 milliseconds to first token
Base Throughput: 300 tokens/second
Effective Throughput: 291 tokens/second (temperature-adjusted)

Best Use Cases

Choose Claude Sonnet 5 for architectural reviews and complex I18n logic; DeepSeek V4 Pro for high-throughputautomated linting and syntax-heavy PR verification.

Want this applied to YOUR actual stack?

This calculator shows the math for DeepSeek V4 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 →

✨ Market Recommendations AI Model Registry

← Back to Claude Sonnet 5

📋 Active Input Parameters

Input Tokens: 500,000

Output Tokens: 2,000

Batch API: Enabled (50% discount)

Cached Tokens: 40%

Tools: Enabled

Rank	AI Model & Provider	Total Cost	vs Claude Sonnet 5	vs DeepSeek V4 Pro
🏆	Gemini 3.1 Flash Lite Google	$0.020750 Best Value	↓ 87.4% cheaper	↓ 84.5% cheaper
🥈	Gemini 3.5 Flash-Lite Google	$0.025250 (rounded ~ $0.03)	↓ 84.7% cheaper	↓ 81.2% cheaper
🥉	Gemini 2.5 Flash Google	$0.025250 (rounded ~ $0.03)	↓ 84.7% cheaper	↓ 81.2% cheaper
#4	Gemini 3.8 Flash Google	$0.061875 (rounded ~ $0.06)	↓ 62.5% cheaper	↓ 53.8% cheaper
#5	GPT-5.6 Luna OpenAI	$0.083000 (rounded ~ $0.08)	↓ 49.7% cheaper	↓ 38.1% cheaper
#6	Gemini 3.6 Flash Google	$0.123750 (rounded ~ $0.12)	↓ 25% cheaper	↓ 7.6% cheaper
#7	Gemini 3.5 Flash Google	$0.124500 (rounded ~ $0.12)	↓ 24.5% cheaper	↓ 7.1% cheaper
#8	Gemini 3.1 Flash Google	$0.166000 (rounded ~ $0.17)	↑ 0.6% more	↑ 23.9% more
#9	GPT-5.6 Terra OpenAI	$0.207500 (rounded ~ $0.21)	↑ 25.8% more	↑ 54.9% more
#10	Claude Sonnet 4.6 Anthropic	$0.247500 (rounded ~ $0.25)	↑ 50% more	↑ 84.7% more
#11	Claude Opus 4.7 Anthropic	$0.412500 (rounded ~ $0.41)	↑ 150% more	↑ 207.9% more
#12	Claude Opus 5 Anthropic	$0.412500 (rounded ~ $0.41)	↑ 150% more	↑ 207.9% more
#13	Claude Opus 4.8 Anthropic	$0.412500 (rounded ~ $0.41)	↑ 150% more	↑ 207.9% more
#14	Claude Opus 4.6 Anthropic	$0.412500 (rounded ~ $0.41)	↑ 150% more	↑ 207.9% more
#15	Gemini 2.5 Pro Google	$0.415000 (rounded ~ $0.42)	↑ 151.5% more	↑ 209.7% more
#16	GPT-5.6 Sol OpenAI	$0.415000 (rounded ~ $0.42)	↑ 151.5% more	↑ 209.7% more
#17	Grok 4.3 xAI	$0.648000 (rounded ~ $0.65)	↑ 292.7% more	↑ 383.7% more
#18	Grok 4.20 Beta xAI	$0.648000 (rounded ~ $0.65)	↑ 292.7% more	↑ 383.7% more
#19	Gemini 3.1 Pro Google	$0.658000 (rounded ~ $0.66)	↑ 298.8% more	↑ 391.1% more
#20	Claude Fable 5.1 Anthropic	$0.787500 (rounded ~ $0.79)	↑ 377.3% more	↑ 487.8% more
#21	Claude Mythos 5.1 Anthropic	$0.787500 (rounded ~ $0.79)	↑ 377.3% more	↑ 487.8% more
#22	GPT-5.4 OpenAI	$0.822500 (rounded ~ $0.82)	↑ 398.5% more	↑ 513.9% more
#23	GPT-5.4 Thinking OpenAI	$0.822500 (rounded ~ $0.82)	↑ 398.5% more	↑ 513.9% more
#24	Claude Fable 5 Anthropic	$0.825000 (rounded ~ $0.83)	↑ 400% more	↑ 515.8% more
#25	Claude Mythos 5 Anthropic	$0.825000 (rounded ~ $0.83)	↑ 400% more	↑ 515.8% more
#26	GPT-5.5 OpenAI	$1.645000 (rounded ~ $1.65)	↑ 897% more	↑ 1127.8% more
#27	GPT-6 Astra OpenAI	$3.300000	↑ 1900% more	↑ 2363.1% more
#28	GPT-6 Astra OpenAI	$3.300000	↑ 1900% more	↑ 2363.1% more

🏆

Gemini 3.1 Flash Lite
Google

$0.020750

vs Claude Sonnet 5: ↓ 87.4%

vs DeepSeek V4 Pro: ↓ 84.5%

🥈

Gemini 3.5 Flash-Lite
Google

$0.025250 (rounded ~ $0.03)

vs Claude Sonnet 5: ↓ 84.7%

vs DeepSeek V4 Pro: ↓ 81.2%

🥉

Gemini 2.5 Flash
Google

$0.025250 (rounded ~ $0.03)

vs Claude Sonnet 5: ↓ 84.7%

vs DeepSeek V4 Pro: ↓ 81.2%

Gemini 3.8 Flash
Google

$0.061875 (rounded ~ $0.06)

vs Claude Sonnet 5: ↓ 62.5%

vs DeepSeek V4 Pro: ↓ 53.8%

GPT-5.6 Luna
OpenAI

$0.083000 (rounded ~ $0.08)

vs Claude Sonnet 5: ↓ 49.7%

vs DeepSeek V4 Pro: ↓ 38.1%

Gemini 3.6 Flash
Google

$0.123750 (rounded ~ $0.12)

vs Claude Sonnet 5: ↓ 25%

vs DeepSeek V4 Pro: ↓ 7.6%

Gemini 3.5 Flash
Google

$0.124500 (rounded ~ $0.12)

vs Claude Sonnet 5: ↓ 24.5%

vs DeepSeek V4 Pro: ↓ 7.1%

Gemini 3.1 Flash
Google

$0.166000 (rounded ~ $0.17)

vs Claude Sonnet 5: ↑ 0.6%

vs DeepSeek V4 Pro: ↑ 23.9%

GPT-5.6 Terra
OpenAI

$0.207500 (rounded ~ $0.21)

vs Claude Sonnet 5: ↑ 25.8%

vs DeepSeek V4 Pro: ↑ 54.9%

#10

Claude Sonnet 4.6
Anthropic

$0.247500 (rounded ~ $0.25)

vs Claude Sonnet 5: ↑ 50%

vs DeepSeek V4 Pro: ↑ 84.7%

#11

Claude Opus 4.7
Anthropic

$0.412500 (rounded ~ $0.41)

vs Claude Sonnet 5: ↑ 150%

vs DeepSeek V4 Pro: ↑ 207.9%

#12

Claude Opus 5
Anthropic

$0.412500 (rounded ~ $0.41)

vs Claude Sonnet 5: ↑ 150%

vs DeepSeek V4 Pro: ↑ 207.9%

#13

Claude Opus 4.8
Anthropic

$0.412500 (rounded ~ $0.41)

vs Claude Sonnet 5: ↑ 150%

vs DeepSeek V4 Pro: ↑ 207.9%

#14

Claude Opus 4.6
Anthropic

$0.412500 (rounded ~ $0.41)

vs Claude Sonnet 5: ↑ 150%

vs DeepSeek V4 Pro: ↑ 207.9%

#15

Gemini 2.5 Pro
Google

$0.415000 (rounded ~ $0.42)

vs Claude Sonnet 5: ↑ 151.5%

vs DeepSeek V4 Pro: ↑ 209.7%

#16

GPT-5.6 Sol
OpenAI

$0.415000 (rounded ~ $0.42)

vs Claude Sonnet 5: ↑ 151.5%

vs DeepSeek V4 Pro: ↑ 209.7%

#17

Grok 4.3
xAI

$0.648000 (rounded ~ $0.65)

vs Claude Sonnet 5: ↑ 292.7%

vs DeepSeek V4 Pro: ↑ 383.7%

#18

Grok 4.20 Beta
xAI

$0.648000 (rounded ~ $0.65)

vs Claude Sonnet 5: ↑ 292.7%

vs DeepSeek V4 Pro: ↑ 383.7%

#19

Gemini 3.1 Pro
Google

$0.658000 (rounded ~ $0.66)

vs Claude Sonnet 5: ↑ 298.8%

vs DeepSeek V4 Pro: ↑ 391.1%

#20

Claude Fable 5.1
Anthropic

$0.787500 (rounded ~ $0.79)

vs Claude Sonnet 5: ↑ 377.3%

vs DeepSeek V4 Pro: ↑ 487.8%

#21

Claude Mythos 5.1
Anthropic

$0.787500 (rounded ~ $0.79)

vs Claude Sonnet 5: ↑ 377.3%

vs DeepSeek V4 Pro: ↑ 487.8%

#22

GPT-5.4
OpenAI

$0.822500 (rounded ~ $0.82)

vs Claude Sonnet 5: ↑ 398.5%

vs DeepSeek V4 Pro: ↑ 513.9%

#23

GPT-5.4 Thinking
OpenAI

$0.822500 (rounded ~ $0.82)

vs Claude Sonnet 5: ↑ 398.5%

vs DeepSeek V4 Pro: ↑ 513.9%

#24

Claude Fable 5
Anthropic

$0.825000 (rounded ~ $0.83)

vs Claude Sonnet 5: ↑ 400%

vs DeepSeek V4 Pro: ↑ 515.8%

#25

Claude Mythos 5
Anthropic

$0.825000 (rounded ~ $0.83)

vs Claude Sonnet 5: ↑ 400%

vs DeepSeek V4 Pro: ↑ 515.8%

#26

GPT-5.5
OpenAI

$1.645000 (rounded ~ $1.65)

vs Claude Sonnet 5: ↑ 897%

vs DeepSeek V4 Pro: ↑ 1127.8%

#27

GPT-6 Astra
OpenAI

$3.300000

vs Claude Sonnet 5: ↑ 1900%

vs DeepSeek V4 Pro: ↑ 2363.1%

#28

GPT-6 Astra
OpenAI

$3.300000

vs Claude Sonnet 5: ↑ 1900%

vs DeepSeek V4 Pro: ↑ 2363.1%

✨ 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.

As localization teams scale their codebase, managing pull requests containing hundreds of thousands of lines of code—including resource strings, UI keys, and translation files—becomes a bottleneck. Evaluating models for code review pipelines requires balancing raw reasoning power with the ability to handle large, multi-file diffs without losing context. Claude Sonnet 5 stands out for its agentic capabilities; it excels at complex instruction following, making it highly effective for identifying I18n inconsistencies or missing localization keys across deeply nested file structures. It behaves like a senior reviewer who understands the intent behind the code.

DeepSeek V4 Pro, by contrast, offers a distinct advantage in throughput and reasoning efficiency. For teams that prioritize rapid feedback loops, DeepSeek V4 Pro provides a high-performance alternative that is particularly adept at identifying structural regressions and logic errors in dense diffs. While Claude Sonnet 5 may offer more nuance when interpreting custom project-specific conventions, DeepSeek V4 Pro is often the more pragmatic choice for high-volume, automated PR analysis where speed and consistency are the primary metrics. Choosing between these models often comes down to the nature of your codebase: if your PRs require deep architectural understanding or complex multi-file reasoning, Claude Sonnet 5 is the superior choice. If your pipeline is designed for high-frequency, automated validation of standard localization and syntax patterns, DeepSeek V4 Pro often delivers the most reliable performance for the cost.

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.

Claude Sonnet 5 vs DeepSeek V4 Pro for 500K-Token Code Review Pipelines

🔄 Compare Different AI Models

First Model

Second Model

Select AI Model

Claude Sonnet 5

Calculate Token Costs

📊 Advanced Cost Breakdown

Processing Speed

Model Comparison

Model Information

🔄 Advanced Options

⚡ Optimization

🧠 Reasoning & Thinking

🔧 Special Modes

📚 Research & Citations

🎤 Realtime Audio & Video

Claude Sonnet 5 Anthropic 1000000

💰 Total Cost Calculation (from Plugin)

Advanced Cost Breakdown (from Plugin)

Detailed Cost Analysis (from Plugin)

Speed & Performance Analysis

Best Use Cases

Want this applied to YOUR actual stack?

DeepSeek V4 Pro DeepSeek 1000000

💰 Total Cost Calculation (from Plugin)

Detailed Cost Analysis (from Plugin)

Speed & Performance Analysis

Best Use Cases

Want this applied to YOUR actual stack?

✨ Market Recommendations AI Model Registry

Gemini 3.1 Flash Lite Google

Gemini 3.5 Flash-Lite Google

Gemini 2.5 Flash Google

Gemini 3.8 Flash Google

GPT-5.6 Luna OpenAI

Gemini 3.6 Flash Google

Gemini 3.5 Flash Google

Gemini 3.1 Flash Google

GPT-5.6 Terra OpenAI

Claude Sonnet 4.6 Anthropic

Claude Opus 4.7 Anthropic

Claude Opus 5 Anthropic

Claude Opus 4.8 Anthropic

Claude Opus 4.6 Anthropic

Gemini 2.5 Pro Google

GPT-5.6 Sol OpenAI

Grok 4.3 xAI

Grok 4.20 Beta xAI

Gemini 3.1 Pro Google

Claude Fable 5.1 Anthropic

Claude Mythos 5.1 Anthropic

GPT-5.4 OpenAI

GPT-5.4 Thinking OpenAI

Claude Fable 5 Anthropic

Claude Mythos 5 Anthropic

GPT-5.5 OpenAI

GPT-6 Astra OpenAI

GPT-6 Astra OpenAI

Frequently Asked Questions

Related model pricing

Compare across providers

Other models from the same provider

Gemini 3.1 Flash Lite
Google

Gemini 3.5 Flash-Lite
Google

Gemini 2.5 Flash
Google

Gemini 3.8 Flash
Google

GPT-5.6 Luna
OpenAI

Gemini 3.6 Flash
Google

Gemini 3.5 Flash
Google

Gemini 3.1 Flash
Google

GPT-5.6 Terra
OpenAI

Claude Sonnet 4.6
Anthropic

Claude Opus 4.7
Anthropic

Claude Opus 5
Anthropic

Claude Opus 4.8
Anthropic

Claude Opus 4.6
Anthropic

Gemini 2.5 Pro
Google

GPT-5.6 Sol
OpenAI

Grok 4.3
xAI

Grok 4.20 Beta
xAI

Gemini 3.1 Pro
Google

Claude Fable 5.1
Anthropic

Claude Mythos 5.1
Anthropic

GPT-5.4
OpenAI

GPT-5.4 Thinking
OpenAI

Claude Fable 5
Anthropic

Claude Mythos 5
Anthropic

GPT-5.5
OpenAI

GPT-6 Astra
OpenAI

GPT-6 Astra
OpenAI