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 60% 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.

Localization ROI: Claude Opus 4.7 vs Gemini 3.1 Pro for 100K-Token Translation Batches at 100M Monthly Scale

Name: Gemini 3.1 Pro
Brand: Google
Price: 0.06 USD
Availability: InStock
Rating: 4.5 (89 reviews)

Claude Opus 4.7 has been replaced by Claude Opus 5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

Claude Opus 4.7 vs Gemini 3.1 Pro

Complete Comparison: 100,000 input tokens × 1,500 output tokens

⚡ 60% Cached

Complete comparison of pricing, performance, and capabilities for 2 leading AI models with 60% Cached.

⚡ Caching Optimized (up to 90% savings) 📊 Batch API

Comparison Criteria	Claude Opus 4.7 Anthropic	Gemini 3.1 Pro Google
Calculation Results (Current Inputs) (60% cached)
Input Tokens	100,000	100,000
Output Tokens	1,500	1,500
Cost Breakdown
Input Cost	$0.125000 (rounded ~ $0.13)Worst	$0.100000Best
Output Cost	$0.009375Worst	$0.009000Best
Unit Cost (Audio/OCR)	$0.000000	$0.000000
Service Fees	$0.000000	$0.000000
Total Cost	$0.066875 (rounded ~ $0.07) Most Expensive	$0.055000 (rounded ~ $0.06) Best Value
Processing Time	6 minutes, 53.99 seconds Slowest	4 minutes, 29.16 seconds Fastest
Tokens per Second	260Slowest	400Fastest
Time to First Token	400ms Worst	220ms Best
Cost per 1K tokens	$0.000659Worst	$0.000542Best
Tokens per Dollar	1,517,757Worst Value	1,845,455Best Value
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base)	$1.250000Worst	$1.000000Best
Output Cost / 1M (Base)	$6.250000Worst	$6.000000Best
Input Cost / 1M (Optimized)	$0.625000 (rounded ~ $0.63)Worst Optimizations: 50.0% batch	$0.500000Best Optimizations: 50.0% batch
Output Cost / 1M (Optimized)	$3.125000 (rounded ~ $3.13)Worst Optimizations: 50.0% batch	$3.000000Best Optimizations: 50.0% batch
Capabilities & Advanced Features
Images Support	✓ Supported	✓ Supported
Video Support	✗ Not Supported	✓ Supported
Audio Support	✗ Not Supported	✓ Supported
Caching Support 60	✓ Supported	✓ Supported
Batch API Support	✓ Supported	✓ 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 Opus 4.7 Anthropic 1000000

$0.066875 (rounded ~ $0.07)

Total Cost

⚡ 60% 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) $0.134375 (rounded ~ $0.13) Input: $0.125000 (rounded ~ $0.13)
Output: $0.009375

Optimized Cost $0.066875 (rounded ~ $0.07) Input: $0.125000 (rounded ~ $0.13)
Output: $0.009375
Unit: $0.000000
Fees: $0.000000

Total Savings $0.067500 (rounded ~ $0.07) 50.2% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API

50.0% off

Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 100,000 input tokens and 1,500 output tokens:

Input Cost: $0.125000 (rounded ~ $0.13)
Output Cost: $0.009375
Total Cost: $0.066875 (rounded ~ $0.07)
Cost per 1K tokens: $0.000659
Tokens per dollar: 1,517,757 tokens
Context Window: 1000000 tokens

Speed & Performance Analysis

With a processing speed of 260 tokens per second and 400ms time to first token:

Processing Time: 6 minutes, 53.99 seconds
Latency: 400 milliseconds to first token
Base Throughput: 260 tokens/second
Effective Throughput: 245 tokens/second (temperature-adjusted)

Best Use Cases

Opus for nuanced creative localization; Gemini for multimodalasset-heavy international campaign scaling.

Want this applied to YOUR actual stack?

This calculator shows the math for Claude Opus 4.7. 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 →

Gemini 3.1 Pro Google 1000000

$0.055000 (rounded ~ $0.06)

Total Cost

⚡ 60% Cached 📊 Batch API

👁️

Vision/Images

✓ Available

🎧

Audio Processing

✓ Available

🎥

Video Analysis

✓ Available

🔧

Tool Usage

✓ Available

📄

OCR Support

✗ Not Available

📊

Batch API

✓ Available

⚡

Caching

✓ Available

90% savings

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $0.109000 Input: $0.100000
Output: $0.009000

Optimized Cost $0.055000 (rounded ~ $0.06) Input: $0.100000
Output: $0.009000
Unit: $0.000000
Fees: $0.000000

Total Savings $0.054000 (rounded ~ $0.05) 49.5% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API

50.0% off

Asynchronous processing discount

📊 Dynamic Tier

Standard

tier1 pricing based on 0 tokens

Detailed Cost Analysis (from Plugin)

For 100,000 input tokens and 1,500 output tokens:

Input Cost: $0.100000
Output Cost: $0.009000
Total Cost: $0.055000 (rounded ~ $0.06)
Cost per 1K tokens: $0.000542
Tokens per dollar: 1,845,455 tokens
Context Window: 1000000 tokens

Speed & Performance Analysis

With a processing speed of 400 tokens per second and 220ms time to first token:

Processing Time: 4 minutes, 29.16 seconds
Latency: 220 milliseconds to first token
Base Throughput: 400 tokens/second
Effective Throughput: 377 tokens/second (temperature-adjusted)

Best Use Cases

Opus for nuanced creative localization; Gemini for multimodalasset-heavy international campaign scaling.

Want this applied to YOUR actual stack?

This calculator shows the math for Gemini 3.1 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 Opus 4.7

📋 Active Input Parameters

Input Tokens: 100,000

Output Tokens: 1,500

Batch API: Enabled (50% discount)

Cached Tokens: 60%

Rank	AI Model & Provider	Total Cost	vs Claude Opus 4.7	vs Gemini 3.1 Pro
🏆	Mistral Small 3 Mistral AI	$0.001263 Best Value	↓ 98.1% cheaper	↓ 97.7% cheaper
🥈	Devstral Small 2 Mistral AI	$0.001263	↓ 98.1% cheaper	↓ 97.7% cheaper
🥉	Gemini 3.1 Flash Lite Google	$0.003438	↓ 94.9% cheaper	↓ 93.8% cheaper
#4	Nemotron 3 Super NVIDIA	$0.003758	↓ 94.4% cheaper	↓ 93.2% cheaper
#5	Gemini 3.5 Flash-Lite Google	$0.004388	↓ 93.4% cheaper	↓ 92% cheaper
#6	Gemini 2.5 Flash Google	$0.004388	↓ 93.4% cheaper	↓ 92% cheaper
#7	Devstral 2 Mistral AI	$0.004938	↓ 92.6% cheaper	↓ 91% cheaper
#8	Mistral Large 3 Mistral AI	$0.006313 (rounded ~ $0.01)	↓ 90.6% cheaper	↓ 88.5% cheaper
#9	Gemini 3.8 Flash Google	$0.010031	↓ 85% cheaper	↓ 81.8% cheaper
#10	GPT-5.4 mini OpenAI	$0.010313	↓ 84.6% cheaper	↓ 81.3% cheaper
#11	o4-mini Deep Research OpenAI	$0.013000 (rounded ~ $0.01)	↓ 80.6% cheaper	↓ 76.4% cheaper
#12	Claude Haiku 4.5 Anthropic	$0.013375 (rounded ~ $0.01)	↓ 80% cheaper	↓ 75.7% cheaper
#13	Gemini 3.1 Flash Google	$0.013750 (rounded ~ $0.01)	↓ 79.4% cheaper	↓ 75% cheaper
#14	GPT-5.6 Luna OpenAI	$0.013750 (rounded ~ $0.01)	↓ 79.4% cheaper	↓ 75% cheaper
#15	o4-mini OpenAI	$0.014300 (rounded ~ $0.01)	↓ 78.6% cheaper	↓ 74% cheaper
#16	Gemini 3.6 Flash Google	$0.020063	↓ 70% cheaper	↓ 63.5% cheaper
#17	Gemini 3.5 Flash Google	$0.020625	↓ 69.2% cheaper	↓ 62.5% cheaper
#18	Magistral Medium Mistral AI	$0.024875 (rounded ~ $0.02)	↓ 62.8% cheaper	↓ 54.8% cheaper
#19	GPT-5.3 Codex Spark OpenAI	$0.025375 (rounded ~ $0.03)	↓ 62.1% cheaper	↓ 53.9% cheaper
#20	GPT-5.3 Instant OpenAI	$0.025375 (rounded ~ $0.03)	↓ 62.1% cheaper	↓ 53.9% cheaper
#21	Claude Sonnet 5 Anthropic	$0.026750 (rounded ~ $0.03)	↓ 60% cheaper	↓ 51.4% cheaper
#22	GPT-5.6 Terra OpenAI	$0.034375 (rounded ~ $0.03)	↓ 48.6% cheaper	↓ 37.5% cheaper
#23	Gemini 2.5 Pro Google	$0.036250 (rounded ~ $0.04)	↓ 45.8% cheaper	↓ 34.1% cheaper
#24	Claude Sonnet 4.6 Anthropic	$0.040125	↓ 40% cheaper	↓ 27% cheaper
#25	Grok 4.3 xAI	$0.049000	↓ 26.7% cheaper	↓ 10.9% cheaper
#26	Grok 4.20 Beta xAI	$0.049000	↓ 26.7% cheaper	↓ 10.9% cheaper
#27	Gemini 3.1 Pro Google	$0.055000 (rounded ~ $0.06)	↓ 17.8% cheaper	Same price
#28	Claude Opus 5 Anthropic	$0.066875 (rounded ~ $0.07)	Same price	↑ 21.6% more
#29	Claude Opus 4.8 Anthropic	$0.066875 (rounded ~ $0.07)	Same price	↑ 21.6% more
#30	Claude Opus 4.6 Anthropic	$0.066875 (rounded ~ $0.07)	Same price	↑ 21.6% more
#31	GPT-5.4 OpenAI	$0.068750 (rounded ~ $0.07)	↑ 2.8% more	↑ 25% more
#32	GPT-5.4 Thinking OpenAI	$0.068750 (rounded ~ $0.07)	↑ 2.8% more	↑ 25% more
#33	GPT-5.5 Instant OpenAI	$0.068750 (rounded ~ $0.07)	↑ 2.8% more	↑ 25% more
#34	GPT-5.6 Sol OpenAI	$0.068750 (rounded ~ $0.07)	↑ 2.8% more	↑ 25% more
#35	Claude Fable 5.1 Anthropic	$0.122500 (rounded ~ $0.12)	↑ 83.2% more	↑ 122.7% more
#36	Claude Mythos 5.1 Anthropic	$0.122500 (rounded ~ $0.12)	↑ 83.2% more	↑ 122.7% more
#37	o3 Deep Research OpenAI	$0.130000	↑ 94.4% more	↑ 136.4% more
#38	Claude Fable 5 Anthropic	$0.133750 (rounded ~ $0.13)	↑ 100% more	↑ 143.2% more
#39	Claude Mythos 5 Anthropic	$0.133750 (rounded ~ $0.13)	↑ 100% more	↑ 143.2% more
#40	GPT-5.5 OpenAI	$0.137500 (rounded ~ $0.14)	↑ 105.6% more	↑ 150% more
#41	o3 Pro OpenAI	$0.260000	↑ 288.8% more	↑ 372.7% more
#42	GPT-6 Astra OpenAI	$0.267500 (rounded ~ $0.27)	↑ 300% more	↑ 386.4% more
#43	GPT-5.2 Pro OpenAI	$0.304500 (rounded ~ $0.30)	↑ 355.3% more	↑ 453.6% more
#44	GPT-5.2 Pro OpenAI	$0.304500 (rounded ~ $0.30)	↑ 355.3% more	↑ 453.6% more

🏆

Mistral Small 3
Mistral AI

$0.001263

vs Claude Opus 4.7: ↓ 98.1%

vs Gemini 3.1 Pro: ↓ 97.7%

🥈

Devstral Small 2
Mistral AI

$0.001263

vs Claude Opus 4.7: ↓ 98.1%

vs Gemini 3.1 Pro: ↓ 97.7%

🥉

Gemini 3.1 Flash Lite
Google

$0.003438

vs Claude Opus 4.7: ↓ 94.9%

vs Gemini 3.1 Pro: ↓ 93.8%

Nemotron 3 Super
NVIDIA

$0.003758

vs Claude Opus 4.7: ↓ 94.4%

vs Gemini 3.1 Pro: ↓ 93.2%

Gemini 3.5 Flash-Lite
Google

$0.004388

vs Claude Opus 4.7: ↓ 93.4%

vs Gemini 3.1 Pro: ↓ 92%

Gemini 2.5 Flash
Google

$0.004388

vs Claude Opus 4.7: ↓ 93.4%

vs Gemini 3.1 Pro: ↓ 92%

Devstral 2
Mistral AI

$0.004938

vs Claude Opus 4.7: ↓ 92.6%

vs Gemini 3.1 Pro: ↓ 91%

Mistral Large 3
Mistral AI

$0.006313 (rounded ~ $0.01)

vs Claude Opus 4.7: ↓ 90.6%

vs Gemini 3.1 Pro: ↓ 88.5%

Gemini 3.8 Flash
Google

$0.010031

vs Claude Opus 4.7: ↓ 85%

vs Gemini 3.1 Pro: ↓ 81.8%

#10

GPT-5.4 mini
OpenAI

$0.010313

vs Claude Opus 4.7: ↓ 84.6%

vs Gemini 3.1 Pro: ↓ 81.3%

#11

o4-mini Deep Research
OpenAI

$0.013000 (rounded ~ $0.01)

vs Claude Opus 4.7: ↓ 80.6%

vs Gemini 3.1 Pro: ↓ 76.4%

#12

Claude Haiku 4.5
Anthropic

$0.013375 (rounded ~ $0.01)

vs Claude Opus 4.7: ↓ 80%

vs Gemini 3.1 Pro: ↓ 75.7%

#13

Gemini 3.1 Flash
Google

$0.013750 (rounded ~ $0.01)

vs Claude Opus 4.7: ↓ 79.4%

vs Gemini 3.1 Pro: ↓ 75%

#14

GPT-5.6 Luna
OpenAI

$0.013750 (rounded ~ $0.01)

vs Claude Opus 4.7: ↓ 79.4%

vs Gemini 3.1 Pro: ↓ 75%

#15

o4-mini
OpenAI

$0.014300 (rounded ~ $0.01)

vs Claude Opus 4.7: ↓ 78.6%

vs Gemini 3.1 Pro: ↓ 74%

#16

Gemini 3.6 Flash
Google

$0.020063

vs Claude Opus 4.7: ↓ 70%

vs Gemini 3.1 Pro: ↓ 63.5%

#17

Gemini 3.5 Flash
Google

$0.020625

vs Claude Opus 4.7: ↓ 69.2%

vs Gemini 3.1 Pro: ↓ 62.5%

#18

Magistral Medium
Mistral AI

$0.024875 (rounded ~ $0.02)

vs Claude Opus 4.7: ↓ 62.8%

vs Gemini 3.1 Pro: ↓ 54.8%

#19

GPT-5.3 Codex Spark
OpenAI

$0.025375 (rounded ~ $0.03)

vs Claude Opus 4.7: ↓ 62.1%

vs Gemini 3.1 Pro: ↓ 53.9%

#20

GPT-5.3 Instant
OpenAI

$0.025375 (rounded ~ $0.03)

vs Claude Opus 4.7: ↓ 62.1%

vs Gemini 3.1 Pro: ↓ 53.9%

#21

Claude Sonnet 5
Anthropic

$0.026750 (rounded ~ $0.03)

vs Claude Opus 4.7: ↓ 60%

vs Gemini 3.1 Pro: ↓ 51.4%

#22

GPT-5.6 Terra
OpenAI

$0.034375 (rounded ~ $0.03)

vs Claude Opus 4.7: ↓ 48.6%

vs Gemini 3.1 Pro: ↓ 37.5%

#23

Gemini 2.5 Pro
Google

$0.036250 (rounded ~ $0.04)

vs Claude Opus 4.7: ↓ 45.8%

vs Gemini 3.1 Pro: ↓ 34.1%

#24

Claude Sonnet 4.6
Anthropic

$0.040125

vs Claude Opus 4.7: ↓ 40%

vs Gemini 3.1 Pro: ↓ 27%

#25

Grok 4.3
xAI

$0.049000

vs Claude Opus 4.7: ↓ 26.7%

vs Gemini 3.1 Pro: ↓ 10.9%

#26

Grok 4.20 Beta
xAI

$0.049000

vs Claude Opus 4.7: ↓ 26.7%

vs Gemini 3.1 Pro: ↓ 10.9%

#27

Gemini 3.1 Pro
Google

$0.055000 (rounded ~ $0.06)

vs Claude Opus 4.7: ↓ 17.8%

vs Gemini 3.1 Pro: Same

#28

Claude Opus 5
Anthropic

$0.066875 (rounded ~ $0.07)

vs Claude Opus 4.7: Same

vs Gemini 3.1 Pro: ↑ 21.6%

#29

Claude Opus 4.8
Anthropic

$0.066875 (rounded ~ $0.07)

vs Claude Opus 4.7: Same

vs Gemini 3.1 Pro: ↑ 21.6%

#30

Claude Opus 4.6
Anthropic

$0.066875 (rounded ~ $0.07)

vs Claude Opus 4.7: Same

vs Gemini 3.1 Pro: ↑ 21.6%

#31

GPT-5.4
OpenAI

$0.068750 (rounded ~ $0.07)

vs Claude Opus 4.7: ↑ 2.8%

vs Gemini 3.1 Pro: ↑ 25%

#32

GPT-5.4 Thinking
OpenAI

$0.068750 (rounded ~ $0.07)

vs Claude Opus 4.7: ↑ 2.8%

vs Gemini 3.1 Pro: ↑ 25%

#33

GPT-5.5 Instant
OpenAI

$0.068750 (rounded ~ $0.07)

vs Claude Opus 4.7: ↑ 2.8%

vs Gemini 3.1 Pro: ↑ 25%

#34

GPT-5.6 Sol
OpenAI

$0.068750 (rounded ~ $0.07)

vs Claude Opus 4.7: ↑ 2.8%

vs Gemini 3.1 Pro: ↑ 25%

#35

Claude Fable 5.1
Anthropic

$0.122500 (rounded ~ $0.12)

vs Claude Opus 4.7: ↑ 83.2%

vs Gemini 3.1 Pro: ↑ 122.7%

#36

Claude Mythos 5.1
Anthropic

$0.122500 (rounded ~ $0.12)

vs Claude Opus 4.7: ↑ 83.2%

vs Gemini 3.1 Pro: ↑ 122.7%

#37

o3 Deep Research
OpenAI

$0.130000

vs Claude Opus 4.7: ↑ 94.4%

vs Gemini 3.1 Pro: ↑ 136.4%

#38

Claude Fable 5
Anthropic

$0.133750 (rounded ~ $0.13)

vs Claude Opus 4.7: ↑ 100%

vs Gemini 3.1 Pro: ↑ 143.2%

#39

Claude Mythos 5
Anthropic

$0.133750 (rounded ~ $0.13)

vs Claude Opus 4.7: ↑ 100%

vs Gemini 3.1 Pro: ↑ 143.2%

#40

GPT-5.5
OpenAI

$0.137500 (rounded ~ $0.14)

vs Claude Opus 4.7: ↑ 105.6%

vs Gemini 3.1 Pro: ↑ 150%

#41

o3 Pro
OpenAI

$0.260000

vs Claude Opus 4.7: ↑ 288.8%

vs Gemini 3.1 Pro: ↑ 372.7%

#42

GPT-6 Astra
OpenAI

$0.267500 (rounded ~ $0.27)

vs Claude Opus 4.7: ↑ 300%

vs Gemini 3.1 Pro: ↑ 386.4%

#43

GPT-5.2 Pro
OpenAI

$0.304500 (rounded ~ $0.30)

vs Claude Opus 4.7: ↑ 355.3%

vs Gemini 3.1 Pro: ↑ 453.6%

#44

GPT-5.2 Pro
OpenAI

$0.304500 (rounded ~ $0.30)

vs Claude Opus 4.7: ↑ 355.3%

vs Gemini 3.1 Pro: ↑ 453.6%

✨ 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.

Translating marketing assets at an enterprise scale of 100 million tokens monthly is a distinct architectural challenge. It is not merely about language fluency; it is about cultural resonance and the preservation of brand voice across dozens of target languages. When comparing Claude Opus 4.7 and Gemini 3.1 Pro for this specific localization workload, the decision comes down to the balance between creative nuance and multi-modal integration.

Claude Opus 4.7 is the specialist for delicate, high-stakes localization. Its strength lies in its exceptional grasp of idiom and structural nuance, making it the preferred choice when translating campaign copy where a literal translation would miss the mark. If your A/B testing requires sophisticated puns, local cultural allusions, or specific tone-of-voice adjustments in high-growth markets, Opus 4.7 provides a level of linguistic precision that is hard to match. It is the architect of your brand’s international presence.

Conversely, Gemini 3.1 Pro is the engine for systemic efficiency. It excels in multimodal ingestion, making it uniquely suited for localization workflows that include video assets, charts, or visual UI elements alongside text. If your localization pipeline involves processing screen-captured assets or analyzing video marketing materials as part of your A/B strategy, Gemini’s ability to reason over these inputs in a unified context is a significant operational advantage. It bridges the gap between text-based translation and total asset localization, providing a streamlined, end-to-end approach for massive, diverse datasets.

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.

Localization ROI: Claude Opus 4.7 vs Gemini 3.1 Pro for 100K-Token Translation Batches at 100M Monthly Scale

🔄 Compare Different AI Models

First Model

Second Model

Select AI Model

Claude Opus 4.7

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 Opus 4.7 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?

Gemini 3.1 Pro Google 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?

✨ Market Recommendations AI Model Registry

Mistral Small 3 Mistral AI

Devstral Small 2 Mistral AI

Gemini 3.1 Flash Lite Google

Nemotron 3 Super NVIDIA

Gemini 3.5 Flash-Lite Google

Gemini 2.5 Flash Google

Devstral 2 Mistral AI

Mistral Large 3 Mistral AI

Gemini 3.8 Flash Google

GPT-5.4 mini OpenAI

o4-mini Deep Research OpenAI

Claude Haiku 4.5 Anthropic

Gemini 3.1 Flash Google

GPT-5.6 Luna OpenAI

o4-mini OpenAI

Gemini 3.6 Flash Google

Gemini 3.5 Flash Google

Magistral Medium Mistral AI

GPT-5.3 Codex Spark OpenAI

GPT-5.3 Instant OpenAI

Claude Sonnet 5 Anthropic

GPT-5.6 Terra OpenAI

Gemini 2.5 Pro Google

Claude Sonnet 4.6 Anthropic

Grok 4.3 xAI

Grok 4.20 Beta xAI

Gemini 3.1 Pro Google

Claude Opus 5 Anthropic

Claude Opus 4.8 Anthropic

Claude Opus 4.6 Anthropic

GPT-5.4 OpenAI

GPT-5.4 Thinking OpenAI

GPT-5.5 Instant OpenAI

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