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. OpenAI offers varying discounts for cached tokens (typically 50-80%). Your calculation saves money by applying caching to 50% 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.

Research Paper Drafting: o3 Deep Research vs Claude Opus 4.7 for 65K-Token Projects

Name: Claude Opus 4.7
Brand: Anthropic
Price: 0.13 USD
Availability: InStock
Rating: 4.5 (89 reviews)

o3 Deep Research is no longer available

This model has been withdrawn by its provider and can no longer be called. The figures below are kept as a historical record and do not reflect a currently purchasable rate.

See current model pricing →

o3 Deep Research vs Claude Opus 4.7

Complete Comparison: 50,000 input tokens × 15,000 output tokens

⚡ 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	o3 Deep Research OpenAI	Claude Opus 4.7 Anthropic
Calculation Results (Current Inputs) (50% cached)
Input Tokens	50,000	50,000
Output Tokens	15,000	15,000
Cost Breakdown
Input Cost	$0.125000 (rounded ~ $0.13)Worst	$0.062500 (rounded ~ $0.06)Best
Output Cost	$0.150000Worst	$0.093750 (rounded ~ $0.09)Best
Unit Cost (Audio/OCR)	$0.000000	$0.000000
Service Fees	$0.000000	$0.000000
Total Cost	$0.218750 (rounded ~ $0.22) Most Expensive	$0.128125 (rounded ~ $0.13) Best Value
Processing Time	14 minutes, 29.56 seconds Slowest	4 minutes, 27.68 seconds Fastest
Tokens per Second	80Slowest	260Fastest
Time to First Token	450ms Worst	400ms Best
Cost per 1K tokens	$0.003365Worst	$0.001971Best
Tokens per Dollar	297,143Worst Value	507,317Best Value
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base)	$2.500000Worst	$1.250000Best
Output Cost / 1M (Base)	$10.000000Worst	$6.250000Best
Input Cost / 1M (Optimized)	$1.250000Worst Optimizations: 50.0% batch	$0.625000 (rounded ~ $0.63)Best Optimizations: 50.0% batch
Output Cost / 1M (Optimized)	$5.000000Worst Optimizations: 50.0% batch	$3.125000 (rounded ~ $3.13)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

🔄 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.

o3 Deep Research OpenAI

$0.218750 (rounded ~ $0.22)

Total Cost

⚡ 50% 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) $0.275000 (rounded ~ $0.28) Input: $0.125000 (rounded ~ $0.13)
Output: $0.150000

Optimized Cost $0.218750 (rounded ~ $0.22) Input: $0.125000 (rounded ~ $0.13)
Output: $0.150000
Unit: $0.000000
Fees: $0.000000

Total Savings $0.056250 (rounded ~ $0.06) 20.5% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API

50.0% off

Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 50,000 input tokens and 15,000 output tokens:

Input Cost: $0.125000 (rounded ~ $0.13)
Output Cost: $0.150000
Total Cost: $0.218750 (rounded ~ $0.22)
Cost per 1K tokens: $0.003365
Tokens per dollar: 297,143 tokens
Context Window: 200000 tokens

Speed & Performance Analysis

With a processing speed of 80 tokens per second and 450ms time to first token:

Processing Time: 14 minutes, 29.56 seconds
Latency: 450 milliseconds to first token
Base Throughput: 80 tokens/second
Effective Throughput: 75 tokens/second (temperature-adjusted)

Best Use Cases

Use o3 Deep Research for verifiablefact-heavy literature reviews and Claude Opus 4.7 for high-qualitynuanced academic drafting.

Want this applied to YOUR actual stack?

This calculator shows the math for o3 Deep Research. 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 Opus 4.7 Anthropic 1000000

$0.128125 (rounded ~ $0.13)

Total Cost

⚡ 50% 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) $0.156250 (rounded ~ $0.16) Input: $0.062500 (rounded ~ $0.06)
Output: $0.093750 (rounded ~ $0.09)

Optimized Cost $0.128125 (rounded ~ $0.13) Input: $0.062500 (rounded ~ $0.06)
Output: $0.093750 (rounded ~ $0.09)
Unit: $0.000000
Fees: $0.000000

Total Savings $0.028125 (rounded ~ $0.03) 18.0% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API

50.0% off

Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 50,000 input tokens and 15,000 output tokens:

Input Cost: $0.062500 (rounded ~ $0.06)
Output Cost: $0.093750 (rounded ~ $0.09)
Total Cost: $0.128125 (rounded ~ $0.13)
Cost per 1K tokens: $0.001971
Tokens per dollar: 507,317 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: 4 minutes, 27.68 seconds
Latency: 400 milliseconds to first token
Base Throughput: 260 tokens/second
Effective Throughput: 243 tokens/second (temperature-adjusted)

Best Use Cases

Use o3 Deep Research for verifiablefact-heavy literature reviews and Claude Opus 4.7 for high-qualitynuanced academic drafting.

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 →

✨ Market Recommendations AI Model Registry

← Back to o3 Deep Research

📋 Active Input Parameters

Input Tokens: 50,000

Output Tokens: 15,000

Batch API: Enabled (50% discount)

Cached Tokens: 50%

Tools: Enabled

Rank	AI Model & Provider	Total Cost	vs o3 Deep Research	vs Claude Opus 4.7
🏆	Claude Haiku 5.5 Anthropic	$0.005125 (rounded ~ $0.01) Best Value	↓ 97.7% cheaper	↓ 96% cheaper
🥈	GPT-6 Luna OpenAI	$0.005125 (rounded ~ $0.01)	↓ 97.7% cheaper	↓ 96% cheaper
🥉	GPT-5.6 Luna OpenAI	$0.005875 (rounded ~ $0.01)	↓ 97.3% cheaper	↓ 95.4% cheaper
#4	Gemini 3.1 Flash Lite Google	$0.007344 (rounded ~ $0.01)	↓ 96.6% cheaper	↓ 94.3% cheaper
#5	Mistral Large 3 Mistral AI	$0.009063	↓ 95.9% cheaper	↓ 92.9% cheaper
#6	Gemini 3.5 Flash-Lite Google	$0.011438 (rounded ~ $0.01)	↓ 94.8% cheaper	↓ 91.1% cheaper
#7	Gemini 2.5 Flash Google	$0.011438 (rounded ~ $0.01)	↓ 94.8% cheaper	↓ 91.1% cheaper
#8	Gemini 3.8 Flash Google	$0.019219	↓ 91.2% cheaper	↓ 85% cheaper
#9	Gemini 3.6 Flash Google	$0.019219	↓ 91.2% cheaper	↓ 85% cheaper
#10	GPT-5.4 mini OpenAI	$0.022031 (rounded ~ $0.02)	↓ 89.9% cheaper	↓ 82.8% cheaper
#11	Mistral Large 4 Mistral AI	$0.025025 (rounded ~ $0.03)	↓ 88.6% cheaper	↓ 80.5% cheaper
#12	Claude Haiku 4.5 Anthropic	$0.025625 (rounded ~ $0.03)	↓ 88.3% cheaper	↓ 80% cheaper
#13	Gemini 3.1 Flash Google	$0.029375	↓ 86.6% cheaper	↓ 77.1% cheaper
#14	Claude Sonnet 5.5 Anthropic	$0.050625	↓ 76.9% cheaper	↓ 60.5% cheaper
#15	Gemini 4 Argon Google	$0.051250 (rounded ~ $0.05)	↓ 76.6% cheaper	↓ 60% cheaper
#16	Claude Sonnet 5 Anthropic	$0.051250 (rounded ~ $0.05)	↓ 76.6% cheaper	↓ 60% cheaper
#17	Grok 4.3 xAI	$0.057500 (rounded ~ $0.06)	↓ 73.7% cheaper	↓ 55.1% cheaper
#18	Grok 4.20 Beta xAI	$0.057500 (rounded ~ $0.06)	↓ 73.7% cheaper	↓ 55.1% cheaper
#19	GPT-5.6 Terra OpenAI	$0.058750 (rounded ~ $0.06)	↓ 73.1% cheaper	↓ 54.1% cheaper
#20	GPT-5.3 Codex Spark OpenAI	$0.064531 (rounded ~ $0.06)	↓ 70.5% cheaper	↓ 49.6% cheaper
#21	GPT-5.3 Instant OpenAI	$0.064531 (rounded ~ $0.06)	↓ 70.5% cheaper	↓ 49.6% cheaper
#22	Claude Sonnet 4.6 Anthropic	$0.076875 (rounded ~ $0.08)	↓ 64.9% cheaper	↓ 40% cheaper
#23	Gemini 2.5 Pro Google	$0.092188 (rounded ~ $0.09)	↓ 57.9% cheaper	↓ 28% cheaper
#24	Claude Opus 5.5 Anthropic	$0.101250 (rounded ~ $0.10)	↓ 53.7% cheaper	↓ 21% cheaper
#25	GPT-6.1 Sol OpenAI	$0.102500 (rounded ~ $0.10)	↓ 53.1% cheaper	↓ 20% cheaper
#26	GPT-6 Sol OpenAI	$0.102500 (rounded ~ $0.10)	↓ 53.1% cheaper	↓ 20% cheaper
#27	GPT-5.6 Sol OpenAI	$0.102500 (rounded ~ $0.10)	↓ 53.1% cheaper	↓ 20% cheaper
#28	Gemini 3.1 Pro Google	$0.117500 (rounded ~ $0.12)	↓ 46.3% cheaper	↓ 8.3% cheaper
#29	Claude Opus 4.7 Anthropic	$0.128125 (rounded ~ $0.13)	↓ 41.4% cheaper	Same price
#30	Claude Opus 5 Anthropic	$0.128125 (rounded ~ $0.13)	↓ 41.4% cheaper	Same price
#31	Claude Opus 4.8 Anthropic	$0.128125 (rounded ~ $0.13)	↓ 41.4% cheaper	Same price
#32	Claude Opus 4.6 Anthropic	$0.128125 (rounded ~ $0.13)	↓ 41.4% cheaper	Same price
#33	GPT-5.4 OpenAI	$0.146875 (rounded ~ $0.15)	↓ 32.9% cheaper	↑ 14.6% more
#34	GPT-5.4 Thinking OpenAI	$0.146875 (rounded ~ $0.15)	↓ 32.9% cheaper	↑ 14.6% more
#35	GPT-5.5 Instant OpenAI	$0.146875 (rounded ~ $0.15)	↓ 32.9% cheaper	↑ 14.6% more
#36	Claude Fable 5.1 Anthropic	$0.251563 (rounded ~ $0.25)	↑ 15% more	↑ 96.3% more
#37	Claude Mythos 5.1 Anthropic	$0.251563 (rounded ~ $0.25)	↑ 15% more	↑ 96.3% more
#38	Claude Fable 5 Anthropic	$0.256250 (rounded ~ $0.26)	↑ 17.1% more	↑ 100% more
#39	Claude Mythos 5 Anthropic	$0.256250 (rounded ~ $0.26)	↑ 17.1% more	↑ 100% more
#40	GPT-5.5 OpenAI	$0.293750 (rounded ~ $0.29)	↑ 34.3% more	↑ 129.3% more
#41	GPT-6 Astra OpenAI	$0.512500 (rounded ~ $0.51)	↑ 134.3% more	↑ 300% more
#42	GPT-5.2 Pro OpenAI	$0.774375 (rounded ~ $0.77)	↑ 254% more	↑ 504.4% more
#43	GPT-5.2 Pro OpenAI	$0.774375 (rounded ~ $0.77)	↑ 254% more	↑ 504.4% more

🏆

Claude Haiku 5.5
Anthropic

$0.005125 (rounded ~ $0.01)

vs o3 Deep Research: ↓ 97.7%

vs Claude Opus 4.7: ↓ 96%

🥈

GPT-6 Luna
OpenAI

$0.005125 (rounded ~ $0.01)

vs o3 Deep Research: ↓ 97.7%

vs Claude Opus 4.7: ↓ 96%

🥉

GPT-5.6 Luna
OpenAI

$0.005875 (rounded ~ $0.01)

vs o3 Deep Research: ↓ 97.3%

vs Claude Opus 4.7: ↓ 95.4%

Gemini 3.1 Flash Lite
Google

$0.007344 (rounded ~ $0.01)

vs o3 Deep Research: ↓ 96.6%

vs Claude Opus 4.7: ↓ 94.3%

Mistral Large 3
Mistral AI

$0.009063

vs o3 Deep Research: ↓ 95.9%

vs Claude Opus 4.7: ↓ 92.9%

Gemini 3.5 Flash-Lite
Google

$0.011438 (rounded ~ $0.01)

vs o3 Deep Research: ↓ 94.8%

vs Claude Opus 4.7: ↓ 91.1%

Gemini 2.5 Flash
Google

$0.011438 (rounded ~ $0.01)

vs o3 Deep Research: ↓ 94.8%

vs Claude Opus 4.7: ↓ 91.1%

Gemini 3.8 Flash
Google

$0.019219

vs o3 Deep Research: ↓ 91.2%

vs Claude Opus 4.7: ↓ 85%

Gemini 3.6 Flash
Google

$0.019219

vs o3 Deep Research: ↓ 91.2%

vs Claude Opus 4.7: ↓ 85%

#10

GPT-5.4 mini
OpenAI

$0.022031 (rounded ~ $0.02)

vs o3 Deep Research: ↓ 89.9%

vs Claude Opus 4.7: ↓ 82.8%

#11

Mistral Large 4
Mistral AI

$0.025025 (rounded ~ $0.03)

vs o3 Deep Research: ↓ 88.6%

vs Claude Opus 4.7: ↓ 80.5%

#12

Claude Haiku 4.5
Anthropic

$0.025625 (rounded ~ $0.03)

vs o3 Deep Research: ↓ 88.3%

vs Claude Opus 4.7: ↓ 80%

#13

Gemini 3.1 Flash
Google

$0.029375

vs o3 Deep Research: ↓ 86.6%

vs Claude Opus 4.7: ↓ 77.1%

#14

Claude Sonnet 5.5
Anthropic

$0.050625

vs o3 Deep Research: ↓ 76.9%

vs Claude Opus 4.7: ↓ 60.5%

#15

Gemini 4 Argon
Google

$0.051250 (rounded ~ $0.05)

vs o3 Deep Research: ↓ 76.6%

vs Claude Opus 4.7: ↓ 60%

#16

Claude Sonnet 5
Anthropic

$0.051250 (rounded ~ $0.05)

vs o3 Deep Research: ↓ 76.6%

vs Claude Opus 4.7: ↓ 60%

#17

Grok 4.3
xAI

$0.057500 (rounded ~ $0.06)

vs o3 Deep Research: ↓ 73.7%

vs Claude Opus 4.7: ↓ 55.1%

#18

Grok 4.20 Beta
xAI

$0.057500 (rounded ~ $0.06)

vs o3 Deep Research: ↓ 73.7%

vs Claude Opus 4.7: ↓ 55.1%

#19

GPT-5.6 Terra
OpenAI

$0.058750 (rounded ~ $0.06)

vs o3 Deep Research: ↓ 73.1%

vs Claude Opus 4.7: ↓ 54.1%

#20

GPT-5.3 Codex Spark
OpenAI

$0.064531 (rounded ~ $0.06)

vs o3 Deep Research: ↓ 70.5%

vs Claude Opus 4.7: ↓ 49.6%

#21

GPT-5.3 Instant
OpenAI

$0.064531 (rounded ~ $0.06)

vs o3 Deep Research: ↓ 70.5%

vs Claude Opus 4.7: ↓ 49.6%

#22

Claude Sonnet 4.6
Anthropic

$0.076875 (rounded ~ $0.08)

vs o3 Deep Research: ↓ 64.9%

vs Claude Opus 4.7: ↓ 40%

#23

Gemini 2.5 Pro
Google

$0.092188 (rounded ~ $0.09)

vs o3 Deep Research: ↓ 57.9%

vs Claude Opus 4.7: ↓ 28%

#24

Claude Opus 5.5
Anthropic

$0.101250 (rounded ~ $0.10)

vs o3 Deep Research: ↓ 53.7%

vs Claude Opus 4.7: ↓ 21%

#25

GPT-6.1 Sol
OpenAI

$0.102500 (rounded ~ $0.10)

vs o3 Deep Research: ↓ 53.1%

vs Claude Opus 4.7: ↓ 20%

#26

GPT-6 Sol
OpenAI

$0.102500 (rounded ~ $0.10)

vs o3 Deep Research: ↓ 53.1%

vs Claude Opus 4.7: ↓ 20%

#27

GPT-5.6 Sol
OpenAI

$0.102500 (rounded ~ $0.10)

vs o3 Deep Research: ↓ 53.1%

vs Claude Opus 4.7: ↓ 20%

#28

Gemini 3.1 Pro
Google

$0.117500 (rounded ~ $0.12)

vs o3 Deep Research: ↓ 46.3%

vs Claude Opus 4.7: ↓ 8.3%

#29

Claude Opus 4.7
Anthropic

$0.128125 (rounded ~ $0.13)

vs o3 Deep Research: ↓ 41.4%

vs Claude Opus 4.7: Same

#30

Claude Opus 5
Anthropic

$0.128125 (rounded ~ $0.13)

vs o3 Deep Research: ↓ 41.4%

vs Claude Opus 4.7: Same

#31

Claude Opus 4.8
Anthropic

$0.128125 (rounded ~ $0.13)

vs o3 Deep Research: ↓ 41.4%

vs Claude Opus 4.7: Same

#32

Claude Opus 4.6
Anthropic

$0.128125 (rounded ~ $0.13)

vs o3 Deep Research: ↓ 41.4%

vs Claude Opus 4.7: Same

#33

GPT-5.4
OpenAI

$0.146875 (rounded ~ $0.15)

vs o3 Deep Research: ↓ 32.9%

vs Claude Opus 4.7: ↑ 14.6%

#34

GPT-5.4 Thinking
OpenAI

$0.146875 (rounded ~ $0.15)

vs o3 Deep Research: ↓ 32.9%

vs Claude Opus 4.7: ↑ 14.6%

#35

GPT-5.5 Instant
OpenAI

$0.146875 (rounded ~ $0.15)

vs o3 Deep Research: ↓ 32.9%

vs Claude Opus 4.7: ↑ 14.6%

#36

Claude Fable 5.1
Anthropic

$0.251563 (rounded ~ $0.25)

vs o3 Deep Research: ↑ 15%

vs Claude Opus 4.7: ↑ 96.3%

#37

Claude Mythos 5.1
Anthropic

$0.251563 (rounded ~ $0.25)

vs o3 Deep Research: ↑ 15%

vs Claude Opus 4.7: ↑ 96.3%

#38

Claude Fable 5
Anthropic

$0.256250 (rounded ~ $0.26)

vs o3 Deep Research: ↑ 17.1%

vs Claude Opus 4.7: ↑ 100%

#39

Claude Mythos 5
Anthropic

$0.256250 (rounded ~ $0.26)

vs o3 Deep Research: ↑ 17.1%

vs Claude Opus 4.7: ↑ 100%

#40

GPT-5.5
OpenAI

$0.293750 (rounded ~ $0.29)

vs o3 Deep Research: ↑ 34.3%

vs Claude Opus 4.7: ↑ 129.3%

#41

GPT-6 Astra
OpenAI

$0.512500 (rounded ~ $0.51)

vs o3 Deep Research: ↑ 134.3%

vs Claude Opus 4.7: ↑ 300%

#42

GPT-5.2 Pro
OpenAI

$0.774375 (rounded ~ $0.77)

vs o3 Deep Research: ↑ 254%

vs Claude Opus 4.7: ↑ 504.4%

#43

GPT-5.2 Pro
OpenAI

$0.774375 (rounded ~ $0.77)

vs o3 Deep Research: ↑ 254%

vs Claude Opus 4.7: ↑ 504.4%

✨ 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.

For complex academic writing, the balance between analytical depth and prose quality is essential. o3 Deep Research is particularly powerful when your literature review requires iterative, multi-step verification to ensure citations are grounded and accurate, minimizing the hallucination risks often found in standard generation. It excels at breaking down intricate research topics into structured, logical arguments. In contrast, Claude Opus 4.7 is often the preferred choice for the actual drafting phase. Its strength lies in its ability to handle nuanced stylistic instructions, maintaining a coherent tone and structure across long documents. While o3 handles the heavy lifting of fact-finding, Claude excels at the ‘human’ side of writing—smoothing out complex explanations and ensuring the flow of your arguments is engaging and readable. Choosing between them often comes down to your primary pain point: if you struggle with gathering and verifying complex information, o3 is the strategic partner. If your research is already structured but you need help synthesizing it into a high-quality, professional-grade narrative, Claude Opus 4.7 provides a superior level of control and linguistic precision. Both models are capable of processing large inputs, but their workflows differ significantly in how they handle tool-use and reasoning depth. Use o3 to ensure your foundation is rock-solid, then pivot to Claude to refine the narrative arc and final delivery.

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.

Research Paper Drafting: o3 Deep Research vs Claude Opus 4.7 for 65K-Token Projects

🔄 Compare Different AI Models

First Model

Second Model

Select AI Model

o3 Deep Research

Calculate Token Costs

📊 Advanced Cost Breakdown

Processing Speed

Model Comparison

Model Information

🔄 Advanced Options

⚡ Optimization

🧠 Reasoning & Thinking

🔧 Special Modes

📚 Research & Citations

🎤 Realtime Audio & Video

o3 Deep Research OpenAI

💰 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?

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?

✨ Market Recommendations AI Model Registry

Claude Haiku 5.5 Anthropic

GPT-6 Luna OpenAI

GPT-5.6 Luna OpenAI

Gemini 3.1 Flash Lite Google

Mistral Large 3 Mistral AI

Gemini 3.5 Flash-Lite Google

Gemini 2.5 Flash Google

Gemini 3.8 Flash Google

Gemini 3.6 Flash Google

GPT-5.4 mini OpenAI

Mistral Large 4 Mistral AI

Claude Haiku 4.5 Anthropic

Gemini 3.1 Flash Google

Claude Sonnet 5.5 Anthropic

Gemini 4 Argon Google

Claude Sonnet 5 Anthropic

Grok 4.3 xAI

Grok 4.20 Beta xAI

GPT-5.6 Terra OpenAI

GPT-5.3 Codex Spark OpenAI

GPT-5.3 Instant OpenAI

Claude Sonnet 4.6 Anthropic

Gemini 2.5 Pro Google

Claude Opus 5.5 Anthropic

GPT-6.1 Sol OpenAI

GPT-6 Sol OpenAI

GPT-5.6 Sol OpenAI

Gemini 3.1 Pro Google

Claude Opus 4.7 Anthropic

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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