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 25% 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.

GPT-5.4 mini vs Gemini 3.1 Flash Lite for 100K-Token Clinical Note Formalization

Name: Gemini 3.1 Flash Lite
Brand: Google
Price: 0.01 USD
Availability: InStock
Rating: 4.5 (89 reviews)

GPT-5.4 mini vs Gemini 3.1 Flash Lite

Complete Comparison: 100,000 input tokens × 15,000 output tokens

⚡ 25% Cached

Complete comparison of pricing, performance, and capabilities for 2 leading AI models with 25% Cached.

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

Comparison Criteria	GPT-5.4 mini OpenAI	Gemini 3.1 Flash Lite Google
Calculation Results (Current Inputs) (25% cached)
Input Tokens	100,000	100,000
Output Tokens	15,000	15,000
Cost Breakdown
Input Cost	$0.018750 (rounded ~ $0.02)Worst	$0.006250 (rounded ~ $0.01)Best
Output Cost	$0.016875 (rounded ~ $0.02)Worst	$0.005625 (rounded ~ $0.01)Best
Unit Cost (Audio/OCR)	$0.000000	$0.000000
Service Fees	$0.000000	$0.000000
Total Cost	$0.031406 (rounded ~ $0.03) Most Expensive	$0.010469 Best Value
Processing Time	3 minutes, 57.08 seconds Slowest	1 minute, 58.63 seconds Fastest
Tokens per Second	500Slowest	1,000Fastest
Time to First Token	180ms Worst	80ms Best
Cost per 1K tokens	$0.000273Worst	$0.000091Best
Tokens per Dollar	3,661,692Worst Value	10,985,075Best Value
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base)	$0.187500 (rounded ~ $0.19)Worst	$0.062500 (rounded ~ $0.06)Best
Output Cost / 1M (Base)	$1.125000 (rounded ~ $1.13)Worst	$0.375000 (rounded ~ $0.38)Best
Input Cost / 1M (Optimized)	$0.093750 (rounded ~ $0.09)Worst Optimizations: 50.0% batch	$0.031250 (rounded ~ $0.03)Best Optimizations: 50.0% batch
Output Cost / 1M (Optimized)	$0.562500 (rounded ~ $0.56)Worst Optimizations: 50.0% batch	$0.187500 (rounded ~ $0.19)Best Optimizations: 50.0% batch
Capabilities & Advanced Features
Images Support	✓ Supported	✓ Supported
Video Support	✗ Not Supported	✓ Supported
Audio Support	✗ Not Supported	✓ Supported
OCR Support	✗ Not Supported	✓ Supported
Caching Support 25	✓ 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.

GPT-5.4 mini OpenAI

$0.031406 (rounded ~ $0.03)

Total Cost

⚡ 25% 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) $0.035625 (rounded ~ $0.04) Input: $0.018750 (rounded ~ $0.02)
Output: $0.016875 (rounded ~ $0.02)

Optimized Cost $0.031406 (rounded ~ $0.03) Input: $0.018750 (rounded ~ $0.02)
Output: $0.016875 (rounded ~ $0.02)
Unit: $0.000000
Fees: $0.000000

Total Savings $0.004219 11.8% 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 15,000 output tokens:

Input Cost: $0.018750 (rounded ~ $0.02)
Output Cost: $0.016875 (rounded ~ $0.02)
Total Cost: $0.031406 (rounded ~ $0.03)
Cost per 1K tokens: $0.000273
Tokens per dollar: 3,661,692 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: 3 minutes, 57.08 seconds
Latency: 180 milliseconds to first token
Base Throughput: 500 tokens/second
Effective Throughput: 485 tokens/second (temperature-adjusted)

Best Use Cases

High-volume clinical record formalization where low cost and high reliability in structured data extraction are required.

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 →

Gemini 3.1 Flash Lite Google 1000000

$0.010469

Total Cost

⚡ 25% Cached 📊 Batch API

👁️

Vision/Images

✓ Available

🎧

Audio Processing

✓ Available

🎥

Video Analysis

✓ Available

🔧

Tool Usage

✓ Available

📄

OCR Support

✓ Available

📊

Batch API

✓ Available

⚡

Caching

✓ Available

90% savings

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $0.011875 (rounded ~ $0.01) Input: $0.006250 (rounded ~ $0.01)
Output: $0.005625 (rounded ~ $0.01)

Optimized Cost $0.010469 Input: $0.006250 (rounded ~ $0.01)
Output: $0.005625 (rounded ~ $0.01)
Unit: $0.000000
Fees: $0.000000

Total Savings $0.001406 11.8% 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 15,000 output tokens:

Input Cost: $0.006250 (rounded ~ $0.01)
Output Cost: $0.005625 (rounded ~ $0.01)
Total Cost: $0.010469
Cost per 1K tokens: $0.000091
Tokens per dollar: 10,985,075 tokens
Context Window: 1000000 tokens

Speed & Performance Analysis

With a processing speed of 1,000 tokens per second and 80ms time to first token:

Processing Time: 1 minute, 58.63 seconds
Latency: 80 milliseconds to first token
Base Throughput: 1,000 tokens/second
Effective Throughput: 971 tokens/second (temperature-adjusted)

Best Use Cases

High-volume clinical record formalization where low cost and high reliability in structured data extraction are required.

Want this applied to YOUR actual stack?

This calculator shows the math for Gemini 3.1 Flash Lite. 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 mini

📋 Active Input Parameters

Input Tokens: 100,000

Output Tokens: 15,000

Batch API: Enabled (50% discount)

Cached Tokens: 25%

Rank	AI Model & Provider	Total Cost	vs GPT-5.4 mini	vs Gemini 3.1 Flash Lite
🏆	Mistral Small 3 Mistral AI	$0.003063 Best Value	↓ 90.2% cheaper	↓ 70.7% cheaper
🥈	Devstral Small 2 Mistral AI	$0.003063	↓ 90.2% cheaper	↓ 70.7% cheaper
🥉	Nemotron 3 Super NVIDIA	$0.008888 (rounded ~ $0.01)	↓ 71.7% cheaper	↓ 15.1% cheaper
#4	Gemini 3.1 Flash Lite Google	$0.010469	↓ 66.7% cheaper	Same price
#5	Devstral 2 Mistral AI	$0.011125 (rounded ~ $0.01)	↓ 64.6% cheaper	↑ 6.3% more
#6	Gemini 3.5 Flash-Lite Google	$0.015188 (rounded ~ $0.02)	↓ 51.6% cheaper	↑ 45.1% more
#7	Gemini 2.5 Flash Google	$0.015188 (rounded ~ $0.02)	↓ 51.6% cheaper	↑ 45.1% more
#8	Mistral Large 3 Mistral AI	$0.015313 (rounded ~ $0.02)	↓ 51.2% cheaper	↑ 46.3% more
#9	Gemini 3.8 Flash Google	$0.028594 (rounded ~ $0.03)	↓ 9% cheaper	↑ 173.1% more
#10	o4-mini Deep Research OpenAI	$0.034375 (rounded ~ $0.03)	↑ 9.5% more	↑ 228.4% more
#11	o4-mini OpenAI	$0.037813 (rounded ~ $0.04)	↑ 20.4% more	↑ 261.2% more
#12	Claude Haiku 4.5 Anthropic	$0.038125 (rounded ~ $0.04)	↑ 21.4% more	↑ 264.2% more
#13	Gemini 3.1 Flash Google	$0.041875 (rounded ~ $0.04)	↑ 33.3% more	↑ 300% more
#14	GPT-5.6 Luna OpenAI	$0.041875 (rounded ~ $0.04)	↑ 33.3% more	↑ 300% more
#15	Gemini 3.6 Flash Google	$0.057188 (rounded ~ $0.06)	↑ 82.1% more	↑ 446.3% more
#16	Magistral Medium Mistral AI	$0.057500 (rounded ~ $0.06)	↑ 83.1% more	↑ 449.3% more
#17	Gemini 3.5 Flash Google	$0.062813 (rounded ~ $0.06)	↑ 100% more	↑ 500% more
#18	Claude Sonnet 5 Anthropic	$0.076250 (rounded ~ $0.08)	↑ 142.8% more	↑ 628.4% more
#19	GPT-5.3 Codex Spark OpenAI	$0.086406 (rounded ~ $0.09)	↑ 175.1% more	↑ 725.4% more
#20	GPT-5.3 Instant OpenAI	$0.086406 (rounded ~ $0.09)	↑ 175.1% more	↑ 725.4% more
#21	GPT-5.6 Terra OpenAI	$0.104688 (rounded ~ $0.10)	↑ 233.3% more	↑ 900% more
#22	Grok 4.3 xAI	$0.107500 (rounded ~ $0.11)	↑ 242.3% more	↑ 926.9% more
#23	Grok 4.20 Beta xAI	$0.107500 (rounded ~ $0.11)	↑ 242.3% more	↑ 926.9% more
#24	Claude Sonnet 4.6 Anthropic	$0.114375 (rounded ~ $0.11)	↑ 264.2% more	↑ 992.5% more
#25	Gemini 2.5 Pro Google	$0.123438 (rounded ~ $0.12)	↑ 293% more	↑ 1079.1% more
#26	Gemini 3.1 Pro Google	$0.167500 (rounded ~ $0.17)	↑ 433.3% more	↑ 1500% more
#27	Claude Opus 4.7 Anthropic	$0.190625	↑ 507% more	↑ 1720.9% more
#28	Claude Opus 5 Anthropic	$0.190625	↑ 507% more	↑ 1720.9% more
#29	Claude Opus 4.8 Anthropic	$0.190625	↑ 507% more	↑ 1720.9% more
#30	Claude Opus 4.6 Anthropic	$0.190625	↑ 507% more	↑ 1720.9% more
#31	GPT-5.4 OpenAI	$0.209375	↑ 566.7% more	↑ 1900% more
#32	GPT-5.4 Thinking OpenAI	$0.209375	↑ 566.7% more	↑ 1900% more
#33	GPT-5.5 Instant OpenAI	$0.209375	↑ 566.7% more	↑ 1900% more
#34	GPT-5.6 Sol OpenAI	$0.209375	↑ 566.7% more	↑ 1900% more
#35	o3 Deep Research OpenAI	$0.343750 (rounded ~ $0.34)	↑ 994.5% more	↑ 3183.6% more
#36	Claude Fable 5.1 Anthropic	$0.376563 (rounded ~ $0.38)	↑ 1099% more	↑ 3497% more
#37	Claude Mythos 5.1 Anthropic	$0.376563 (rounded ~ $0.38)	↑ 1099% more	↑ 3497% more
#38	Claude Fable 5 Anthropic	$0.381250 (rounded ~ $0.38)	↑ 1113.9% more	↑ 3541.8% more
#39	Claude Mythos 5 Anthropic	$0.381250 (rounded ~ $0.38)	↑ 1113.9% more	↑ 3541.8% more
#40	GPT-5.5 OpenAI	$0.418750 (rounded ~ $0.42)	↑ 1233.3% more	↑ 3900% more
#41	o3 Pro OpenAI	$0.687500 (rounded ~ $0.69)	↑ 2089.1% more	↑ 6467.2% more
#42	GPT-6 Astra OpenAI	$0.762500 (rounded ~ $0.76)	↑ 2327.9% more	↑ 7183.6% more
#43	GPT-5.2 Pro OpenAI	$1.036875 (rounded ~ $1.04)	↑ 3201.5% more	↑ 9804.5% more
#44	GPT-5.2 Pro OpenAI	$1.036875 (rounded ~ $1.04)	↑ 3201.5% more	↑ 9804.5% more

🏆

Mistral Small 3
Mistral AI

$0.003063

vs GPT-5.4 mini: ↓ 90.2%

vs Gemini 3.1 Flash Lite: ↓ 70.7%

🥈

Devstral Small 2
Mistral AI

$0.003063

vs GPT-5.4 mini: ↓ 90.2%

vs Gemini 3.1 Flash Lite: ↓ 70.7%

🥉

Nemotron 3 Super
NVIDIA

$0.008888 (rounded ~ $0.01)

vs GPT-5.4 mini: ↓ 71.7%

vs Gemini 3.1 Flash Lite: ↓ 15.1%

Gemini 3.1 Flash Lite
Google

$0.010469

vs GPT-5.4 mini: ↓ 66.7%

vs Gemini 3.1 Flash Lite: Same

Devstral 2
Mistral AI

$0.011125 (rounded ~ $0.01)

vs GPT-5.4 mini: ↓ 64.6%

vs Gemini 3.1 Flash Lite: ↑ 6.3%

Gemini 3.5 Flash-Lite
Google

$0.015188 (rounded ~ $0.02)

vs GPT-5.4 mini: ↓ 51.6%

vs Gemini 3.1 Flash Lite: ↑ 45.1%

Gemini 2.5 Flash
Google

$0.015188 (rounded ~ $0.02)

vs GPT-5.4 mini: ↓ 51.6%

vs Gemini 3.1 Flash Lite: ↑ 45.1%

Mistral Large 3
Mistral AI

$0.015313 (rounded ~ $0.02)

vs GPT-5.4 mini: ↓ 51.2%

vs Gemini 3.1 Flash Lite: ↑ 46.3%

Gemini 3.8 Flash
Google

$0.028594 (rounded ~ $0.03)

vs GPT-5.4 mini: ↓ 9%

vs Gemini 3.1 Flash Lite: ↑ 173.1%

#10

o4-mini Deep Research
OpenAI

$0.034375 (rounded ~ $0.03)

vs GPT-5.4 mini: ↑ 9.5%

vs Gemini 3.1 Flash Lite: ↑ 228.4%

#11

o4-mini
OpenAI

$0.037813 (rounded ~ $0.04)

vs GPT-5.4 mini: ↑ 20.4%

vs Gemini 3.1 Flash Lite: ↑ 261.2%

#12

Claude Haiku 4.5
Anthropic

$0.038125 (rounded ~ $0.04)

vs GPT-5.4 mini: ↑ 21.4%

vs Gemini 3.1 Flash Lite: ↑ 264.2%

#13

Gemini 3.1 Flash
Google

$0.041875 (rounded ~ $0.04)

vs GPT-5.4 mini: ↑ 33.3%

vs Gemini 3.1 Flash Lite: ↑ 300%

#14

GPT-5.6 Luna
OpenAI

$0.041875 (rounded ~ $0.04)

vs GPT-5.4 mini: ↑ 33.3%

vs Gemini 3.1 Flash Lite: ↑ 300%

#15

Gemini 3.6 Flash
Google

$0.057188 (rounded ~ $0.06)

vs GPT-5.4 mini: ↑ 82.1%

vs Gemini 3.1 Flash Lite: ↑ 446.3%

#16

Magistral Medium
Mistral AI

$0.057500 (rounded ~ $0.06)

vs GPT-5.4 mini: ↑ 83.1%

vs Gemini 3.1 Flash Lite: ↑ 449.3%

#17

Gemini 3.5 Flash
Google

$0.062813 (rounded ~ $0.06)

vs GPT-5.4 mini: ↑ 100%

vs Gemini 3.1 Flash Lite: ↑ 500%

#18

Claude Sonnet 5
Anthropic

$0.076250 (rounded ~ $0.08)

vs GPT-5.4 mini: ↑ 142.8%

vs Gemini 3.1 Flash Lite: ↑ 628.4%

#19

GPT-5.3 Codex Spark
OpenAI

$0.086406 (rounded ~ $0.09)

vs GPT-5.4 mini: ↑ 175.1%

vs Gemini 3.1 Flash Lite: ↑ 725.4%

#20

GPT-5.3 Instant
OpenAI

$0.086406 (rounded ~ $0.09)

vs GPT-5.4 mini: ↑ 175.1%

vs Gemini 3.1 Flash Lite: ↑ 725.4%

#21

GPT-5.6 Terra
OpenAI

$0.104688 (rounded ~ $0.10)

vs GPT-5.4 mini: ↑ 233.3%

vs Gemini 3.1 Flash Lite: ↑ 900%

#22

Grok 4.3
xAI

$0.107500 (rounded ~ $0.11)

vs GPT-5.4 mini: ↑ 242.3%

vs Gemini 3.1 Flash Lite: ↑ 926.9%

#23

Grok 4.20 Beta
xAI

$0.107500 (rounded ~ $0.11)

vs GPT-5.4 mini: ↑ 242.3%

vs Gemini 3.1 Flash Lite: ↑ 926.9%

#24

Claude Sonnet 4.6
Anthropic

$0.114375 (rounded ~ $0.11)

vs GPT-5.4 mini: ↑ 264.2%

vs Gemini 3.1 Flash Lite: ↑ 992.5%

#25

Gemini 2.5 Pro
Google

$0.123438 (rounded ~ $0.12)

vs GPT-5.4 mini: ↑ 293%

vs Gemini 3.1 Flash Lite: ↑ 1079.1%

#26

Gemini 3.1 Pro
Google

$0.167500 (rounded ~ $0.17)

vs GPT-5.4 mini: ↑ 433.3%

vs Gemini 3.1 Flash Lite: ↑ 1500%

#27

Claude Opus 4.7
Anthropic

$0.190625

vs GPT-5.4 mini: ↑ 507%

vs Gemini 3.1 Flash Lite: ↑ 1720.9%

#28

Claude Opus 5
Anthropic

$0.190625

vs GPT-5.4 mini: ↑ 507%

vs Gemini 3.1 Flash Lite: ↑ 1720.9%

#29

Claude Opus 4.8
Anthropic

$0.190625

vs GPT-5.4 mini: ↑ 507%

vs Gemini 3.1 Flash Lite: ↑ 1720.9%

#30

Claude Opus 4.6
Anthropic

$0.190625

vs GPT-5.4 mini: ↑ 507%

vs Gemini 3.1 Flash Lite: ↑ 1720.9%

#31

GPT-5.4
OpenAI

$0.209375

vs GPT-5.4 mini: ↑ 566.7%

vs Gemini 3.1 Flash Lite: ↑ 1900%

#32

GPT-5.4 Thinking
OpenAI

$0.209375

vs GPT-5.4 mini: ↑ 566.7%

vs Gemini 3.1 Flash Lite: ↑ 1900%

#33

GPT-5.5 Instant
OpenAI

$0.209375

vs GPT-5.4 mini: ↑ 566.7%

vs Gemini 3.1 Flash Lite: ↑ 1900%

#34

GPT-5.6 Sol
OpenAI

$0.209375

vs GPT-5.4 mini: ↑ 566.7%

vs Gemini 3.1 Flash Lite: ↑ 1900%

#35

o3 Deep Research
OpenAI

$0.343750 (rounded ~ $0.34)

vs GPT-5.4 mini: ↑ 994.5%

vs Gemini 3.1 Flash Lite: ↑ 3183.6%

#36

Claude Fable 5.1
Anthropic

$0.376563 (rounded ~ $0.38)

vs GPT-5.4 mini: ↑ 1099%

vs Gemini 3.1 Flash Lite: ↑ 3497%

#37

Claude Mythos 5.1
Anthropic

$0.376563 (rounded ~ $0.38)

vs GPT-5.4 mini: ↑ 1099%

vs Gemini 3.1 Flash Lite: ↑ 3497%

#38

Claude Fable 5
Anthropic

$0.381250 (rounded ~ $0.38)

vs GPT-5.4 mini: ↑ 1113.9%

vs Gemini 3.1 Flash Lite: ↑ 3541.8%

#39

Claude Mythos 5
Anthropic

$0.381250 (rounded ~ $0.38)

vs GPT-5.4 mini: ↑ 1113.9%

vs Gemini 3.1 Flash Lite: ↑ 3541.8%

#40

GPT-5.5
OpenAI

$0.418750 (rounded ~ $0.42)

vs GPT-5.4 mini: ↑ 1233.3%

vs Gemini 3.1 Flash Lite: ↑ 3900%

#41

o3 Pro
OpenAI

$0.687500 (rounded ~ $0.69)

vs GPT-5.4 mini: ↑ 2089.1%

vs Gemini 3.1 Flash Lite: ↑ 6467.2%

#42

GPT-6 Astra
OpenAI

$0.762500 (rounded ~ $0.76)

vs GPT-5.4 mini: ↑ 2327.9%

vs Gemini 3.1 Flash Lite: ↑ 7183.6%

#43

GPT-5.2 Pro
OpenAI

$1.036875 (rounded ~ $1.04)

vs GPT-5.4 mini: ↑ 3201.5%

vs Gemini 3.1 Flash Lite: ↑ 9804.5%

#44

GPT-5.2 Pro
OpenAI

$1.036875 (rounded ~ $1.04)

vs GPT-5.4 mini: ↑ 3201.5%

vs Gemini 3.1 Flash Lite: ↑ 9804.5%

✨ 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.

Evaluating Efficiency in Medical Document Structuring

In the realm of clinical note generation, the move from unstructured doctor’s notes to formalized medical records requires high precision in information extraction. When comparing GPT-5.4 mini and Gemini 3.1 Flash Lite for a 100K-token workload, researchers must weigh the trade-offs between logic density and multimodal flexibility. For an indie developer or a PhD student building a clinical MVP, these ‘mini’ tier models offer a sophisticated balance of performance and resource management, especially when processing high volumes of patient encounters daily.

GPT-5.4 mini: This model is particularly strong at following rigid formatting instructions, such as adhering to specific ICD-11 coding standards or strict SOAP note structures. Its reasoning capabilities are finely tuned for identifying contradictions within a single document, making it a reliable choice for quality assurance in clinical records.
Gemini 3.1 Flash Lite: Google’s offering shines in its handling of long-context nuances and its ability to integrate with broader ecosystem tools. If the clinical note generation involves referencing previous patient history or dense lab results across a larger context, this model’s architectural efficiency provides a smoother experience for the end-user.

The decision between these two often comes down to the specific ‘flavor’ of the clinical data. If the primary task is logical deduction and entity extraction from short, dense dictations, the OpenAI model’s instruction-following is top-tier. Conversely, if the researcher plans to expand the tool to include visual analysis of charts or scans alongside the text, Gemini’s native multimodal roots offer a more scalable path forward for a growing medical informatics project.

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.

GPT-5.4 mini vs Gemini 3.1 Flash Lite for 100K-Token Clinical Note Formalization

🔄 Compare Different AI Models

First Model

Second Model

Select AI Model

GPT-5.4 mini

Calculate Token Costs

📊 Advanced Cost Breakdown

Processing Speed

Model Comparison

Model Information

🔄 Advanced Options

⚡ Optimization

🧠 Reasoning & Thinking

🔧 Special Modes

📚 Research & Citations

🎤 Realtime Audio & Video

GPT-5.4 mini 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?

Gemini 3.1 Flash Lite Google 1000000

💰 Total Cost Calculation (from Plugin)

Advanced Cost Breakdown (from Plugin)

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✨ Market Recommendations AI Model Registry

Mistral Small 3 Mistral AI

Devstral Small 2 Mistral AI

Nemotron 3 Super NVIDIA

Gemini 3.1 Flash Lite Google

Devstral 2 Mistral AI

Gemini 3.5 Flash-Lite Google

Gemini 2.5 Flash Google

Mistral Large 3 Mistral AI

Gemini 3.8 Flash Google

o4-mini Deep Research OpenAI

o4-mini OpenAI

Claude Haiku 4.5 Anthropic

Gemini 3.1 Flash Google

GPT-5.6 Luna OpenAI

Gemini 3.6 Flash Google

Magistral Medium Mistral AI

Gemini 3.5 Flash Google

Claude Sonnet 5 Anthropic

GPT-5.3 Codex Spark OpenAI

GPT-5.3 Instant OpenAI

GPT-5.6 Terra OpenAI

Grok 4.3 xAI

Grok 4.20 Beta xAI

Claude Sonnet 4.6 Anthropic

Gemini 2.5 Pro Google

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

GPT-5.6 Sol OpenAI

o3 Deep Research OpenAI

Claude Fable 5.1 Anthropic

Claude Mythos 5.1 Anthropic

Claude Fable 5 Anthropic

Claude Mythos 5 Anthropic

GPT-5.5 OpenAI

o3 Pro OpenAI

GPT-6 Astra OpenAI

GPT-5.2 Pro OpenAI

GPT-5.2 Pro OpenAI

Evaluating Efficiency in Medical Document Structuring

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Mistral Small 3
Mistral AI

Devstral Small 2
Mistral AI

Nemotron 3 Super
NVIDIA

Gemini 3.1 Flash Lite
Google

Devstral 2
Mistral AI

Gemini 3.5 Flash-Lite
Google

Gemini 2.5 Flash
Google

Mistral Large 3
Mistral AI

Gemini 3.8 Flash
Google

o4-mini Deep Research
OpenAI

o4-mini
OpenAI

Claude Haiku 4.5
Anthropic

Gemini 3.1 Flash
Google

GPT-5.6 Luna
OpenAI

Gemini 3.6 Flash
Google

Magistral Medium
Mistral AI

Gemini 3.5 Flash
Google

Claude Sonnet 5
Anthropic

GPT-5.3 Codex Spark
OpenAI

GPT-5.3 Instant
OpenAI

GPT-5.6 Terra
OpenAI

Grok 4.3
xAI

Grok 4.20 Beta
xAI

Claude Sonnet 4.6
Anthropic

Gemini 2.5 Pro
Google

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

GPT-5.6 Sol
OpenAI

o3 Deep Research
OpenAI

Claude Fable 5.1
Anthropic

Claude Mythos 5.1
Anthropic

Claude Fable 5
Anthropic

Claude Mythos 5
Anthropic

GPT-5.5
OpenAI

o3 Pro
OpenAI

GPT-6 Astra
OpenAI

GPT-5.2 Pro
OpenAI

GPT-5.2 Pro
OpenAI