Gemini 3.8 Flash vs Claude Sonnet 5.5 for Compliance Auditing at 50K Tokens

Gemini 3.8 Flash vs Claude Sonnet 5.5
Complete Comparison: 50,000 input tokens × 1,000 output tokens
Comparison Mode
⚡ 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 Gemini 3.8 Flash
Google
Claude Sonnet 5.5
Anthropic
Calculation Results (Current Inputs) (50% cached)
Input Tokens 50,000 50,000
Output Tokens 1,000 1,000
Cost Breakdown
Input Cost $0.009375Best $0.025000 (rounded ~ $0.03)Worst
Output Cost $0.000938Best $0.002500Worst
Unit Cost (Audio/OCR) $0.000000 $0.000000
Service Fees $0.000000 $0.000000
Total Cost $0.006094 (rounded ~ $0.01) Best Value $0.015625 (rounded ~ $0.02) Most Expensive
Processing Time 2 minutes, 33.18 seconds Fastest 2 minutes, 53.58 seconds Slowest
Tokens per Second 340Fastest 300Slowest
Time to First Token 105ms Best 300ms Worst
Cost per 1K tokens $0.000119Best $0.000306Worst
Tokens per Dollar 8,369,231Best Value 3,264,000Worst Value
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base) $0.187500 (rounded ~ $0.19)Best $0.500000Worst
Output Cost / 1M (Base) $0.937500 (rounded ~ $0.94)Best $2.500000Worst
Input Cost / 1M (Optimized) $0.093750 (rounded ~ $0.09)Best
Optimizations: 50.0% batch
$0.250000Worst
Optimizations: 50.0% batch
Output Cost / 1M (Optimized) $0.468750 (rounded ~ $0.47)Best
Optimizations: 50.0% batch
$1.250000Worst
Optimizations: 50.0% batch
Capabilities & Advanced Features
Images Support ✓ Supported ✓ Supported
Video Support ✓ Supported ✗ Not Supported
Audio Support ✓ Supported ✗ Not Supported
Caching Support
50
✓ 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

Gemini 3.8 Flash

GoogleMax Context: 1,048,576 tokens
$0.75 / $3.75 per 1M tokens
50%
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

$0.004688 Input Cost
$0.000938 Output Cost
$0.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
51,000Total Tokens
$0.000119Cost per 1K
8,369,231Tokens per $

📊 Advanced Cost Breakdown

Processing Speed

2m 33s Processing Time
340 Tokens/Second
105ms Time to First Token
333 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


📚 Research & Citations

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.

Gemini 3.8 Flash Google 1048576

$0.006094 (rounded ~ $0.01)
Total Cost
⚡ 50% Cached 📊 Batch API 🔧 Tools
👁️
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) $0.010313 Input: $0.009375
Output: $0.000938
Optimized Cost $0.006094 (rounded ~ $0.01) Input: $0.009375
Output: $0.000938
Unit: $0.000000
Fees: $0.000000
Total Savings $0.004219 40.9% 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 1,000 output tokens:

  • Input Cost: $0.009375
  • Output Cost: $0.000938
  • Total Cost: $0.006094 (rounded ~ $0.01)
  • Cost per 1K tokens: $0.000119
  • Tokens per dollar: 8,369,231 tokens
  • Context Window: 1048576 tokens

Speed & Performance Analysis

With a processing speed of 340 tokens per second and 105ms time to first token:

  • Processing Time: 2 minutes, 33.18 seconds
  • Latency: 105 milliseconds to first token
  • Base Throughput: 340 tokens/second
  • Effective Throughput: 333 tokens/second (temperature-adjusted)

Best Use Cases

Gemini 3.8 Flash is best for high-volume metadata extraction; Claude Sonnet 5.5 is superior for complex regulatory interpretation and nuanced risk detection.

Want this applied to YOUR actual stack?

This calculator shows the math for Gemini 3.8 Flash. 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 Sonnet 5.5 Anthropic 1000000

$0.015625 (rounded ~ $0.02)
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) $0.027500 (rounded ~ $0.03) Input: $0.025000 (rounded ~ $0.03)
Output: $0.002500
Optimized Cost $0.015625 (rounded ~ $0.02) Input: $0.025000 (rounded ~ $0.03)
Output: $0.002500
Unit: $0.000000
Fees: $0.000000
Total Savings $0.011875 (rounded ~ $0.01) 43.2% 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 1,000 output tokens:

  • Input Cost: $0.025000 (rounded ~ $0.03)
  • Output Cost: $0.002500
  • Total Cost: $0.015625 (rounded ~ $0.02)
  • Cost per 1K tokens: $0.000306
  • Tokens per dollar: 3,264,000 tokens
  • Context Window: 1000000 tokens

Speed & Performance Analysis

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

  • Processing Time: 2 minutes, 53.58 seconds
  • Latency: 300 milliseconds to first token
  • Base Throughput: 300 tokens/second
  • Effective Throughput: 294 tokens/second (temperature-adjusted)

Best Use Cases

Gemini 3.8 Flash is best for high-volume metadata extraction; Claude Sonnet 5.5 is superior for complex regulatory interpretation and nuanced risk detection.

Want this applied to YOUR actual stack?

This calculator shows the math for Claude Sonnet 5.5. 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 →

✨ Market Recommendations AI Model Registry

← Back to Gemini 3.8 Flash
📋 Active Input Parameters
Input Tokens: 50,000
Output Tokens: 1,000
Batch API: Enabled (50% discount)
Cached Tokens: 50%
Tools: Enabled
Rank AI Model & Provider Total Cost vs Gemini 3.8 Flash vs Claude Sonnet 5.5
🏆 Claude Haiku 5.5
Anthropic
$0.001625 Best Value ↓ 73.3% cheaper ↓ 89.6% cheaper
🥈 GPT-6 Luna
OpenAI
$0.001625 ↓ 73.3% cheaper ↓ 89.6% cheaper
🥉 GPT-5.6 Luna
OpenAI
$0.001675 ↓ 72.5% cheaper ↓ 89.3% cheaper
#4 Gemini 3.1 Flash Lite
Google
$0.002094 ↓ 65.6% cheaper ↓ 86.6% cheaper
#5 Gemini 3.5 Flash-Lite
Google
$0.002688 ↓ 55.9% cheaper ↓ 82.8% cheaper
#6 Gemini 2.5 Flash
Google
$0.002688 ↓ 55.9% cheaper ↓ 82.8% cheaper
#7 Mistral Large 3
Mistral AI
$0.003813 ↓ 37.4% cheaper ↓ 75.6% cheaper
#8 Gemini 3.6 Flash
Google
$0.006094 (rounded ~ $0.01) Same price ↓ 61% cheaper
#9 GPT-5.4 mini
OpenAI
$0.006281 (rounded ~ $0.01) ↑ 3.1% more ↓ 59.8% cheaper
#10 Claude Haiku 4.5
Anthropic
$0.008125 (rounded ~ $0.01) ↑ 33.3% more ↓ 48% cheaper
#11 Gemini 3.1 Flash
Google
$0.008375 (rounded ~ $0.01) ↑ 37.4% more ↓ 46.4% cheaper
#12 Mistral Large 4
Mistral AI
$0.010395 ↑ 70.6% more ↓ 33.5% cheaper
#13 GPT-5.3 Codex Spark
OpenAI
$0.015531 (rounded ~ $0.02) ↑ 154.9% more ↓ 0.6% cheaper
#14 GPT-5.3 Instant
OpenAI
$0.015531 (rounded ~ $0.02) ↑ 154.9% more ↓ 0.6% cheaper
#15 Claude Sonnet 5.5
Anthropic
$0.015625 (rounded ~ $0.02) ↑ 156.4% more Same price
#16 Claude Sonnet 5
Anthropic
$0.016250 (rounded ~ $0.02) ↑ 166.7% more ↑ 4% more
#17 Gemini 4 Argon
Google
$0.016250 (rounded ~ $0.02) ↑ 166.7% more ↑ 4% more
#18 GPT-5.6 Terra
OpenAI
$0.016750 (rounded ~ $0.02) ↑ 174.9% more ↑ 7.2% more
#19 Gemini 2.5 Pro
Google
$0.022188 (rounded ~ $0.02) ↑ 264.1% more ↑ 42% more
#20 Claude Sonnet 4.6
Anthropic
$0.024375 (rounded ~ $0.02) ↑ 300% more ↑ 56% more
#21 Grok 4.3
xAI
$0.029500 ↑ 384.1% more ↑ 88.8% more
#22 Grok 4.20 Beta
xAI
$0.029500 ↑ 384.1% more ↑ 88.8% more
#23 Claude Opus 5.5
Anthropic
$0.031250 (rounded ~ $0.03) ↑ 412.8% more ↑ 100% more
#24 GPT-6.1 Sol
OpenAI
$0.032500 (rounded ~ $0.03) ↑ 433.3% more ↑ 108% more
#25 GPT-6 Sol
OpenAI
$0.032500 (rounded ~ $0.03) ↑ 433.3% more ↑ 108% more
#26 GPT-5.6 Sol
OpenAI
$0.032500 (rounded ~ $0.03) ↑ 433.3% more ↑ 108% more
#27 Gemini 3.1 Pro
Google
$0.033500 (rounded ~ $0.03) ↑ 449.7% more ↑ 114.4% more
#28 Claude Opus 4.7
Anthropic
$0.040625 ↑ 566.7% more ↑ 160% more
#29 Claude Opus 5
Anthropic
$0.040625 ↑ 566.7% more ↑ 160% more
#30 Claude Opus 4.8
Anthropic
$0.040625 ↑ 566.7% more ↑ 160% more
#31 Claude Opus 4.6
Anthropic
$0.040625 ↑ 566.7% more ↑ 160% more
#32 GPT-5.4
OpenAI
$0.041875 (rounded ~ $0.04) ↑ 587.2% more ↑ 168% more
#33 GPT-5.4 Thinking
OpenAI
$0.041875 (rounded ~ $0.04) ↑ 587.2% more ↑ 168% more
#34 GPT-5.5 Instant
OpenAI
$0.041875 (rounded ~ $0.04) ↑ 587.2% more ↑ 168% more
#35 Claude Fable 5.1
Anthropic
$0.076563 (rounded ~ $0.08) ↑ 1156.4% more ↑ 390% more
#36 Claude Mythos 5.1
Anthropic
$0.076563 (rounded ~ $0.08) ↑ 1156.4% more ↑ 390% more
#37 Claude Fable 5
Anthropic
$0.081250 (rounded ~ $0.08) ↑ 1233.3% more ↑ 420% more
#38 Claude Mythos 5
Anthropic
$0.081250 (rounded ~ $0.08) ↑ 1233.3% more ↑ 420% more
#39 GPT-5.5
OpenAI
$0.083750 (rounded ~ $0.08) ↑ 1274.4% more ↑ 436% more
#40 GPT-6 Astra
OpenAI
$0.162500 (rounded ~ $0.16) ↑ 2566.7% more ↑ 940% more
#41 GPT-5.2 Pro
OpenAI
$0.186375 (rounded ~ $0.19) ↑ 2958.5% more ↑ 1092.8% more
#42 GPT-5.2 Pro
OpenAI
$0.186375 (rounded ~ $0.19) ↑ 2958.5% more ↑ 1092.8% more
🏆

Claude Haiku 5.5
Anthropic

$0.001625
vs Gemini 3.8 Flash: ↓ 73.3%
vs Claude Sonnet 5.5: ↓ 89.6%
🥈

GPT-6 Luna
OpenAI

$0.001625
vs Gemini 3.8 Flash: ↓ 73.3%
vs Claude Sonnet 5.5: ↓ 89.6%
🥉

GPT-5.6 Luna
OpenAI

$0.001675
vs Gemini 3.8 Flash: ↓ 72.5%
vs Claude Sonnet 5.5: ↓ 89.3%
#4

Gemini 3.1 Flash Lite
Google

$0.002094
vs Gemini 3.8 Flash: ↓ 65.6%
vs Claude Sonnet 5.5: ↓ 86.6%
#5

Gemini 3.5 Flash-Lite
Google

$0.002688
vs Gemini 3.8 Flash: ↓ 55.9%
vs Claude Sonnet 5.5: ↓ 82.8%
#6

Gemini 2.5 Flash
Google

$0.002688
vs Gemini 3.8 Flash: ↓ 55.9%
vs Claude Sonnet 5.5: ↓ 82.8%
#7

Mistral Large 3
Mistral AI

$0.003813
vs Gemini 3.8 Flash: ↓ 37.4%
vs Claude Sonnet 5.5: ↓ 75.6%
#8

Gemini 3.6 Flash
Google

$0.006094 (rounded ~ $0.01)
vs Gemini 3.8 Flash: Same
vs Claude Sonnet 5.5: ↓ 61%
#9

GPT-5.4 mini
OpenAI

$0.006281 (rounded ~ $0.01)
vs Gemini 3.8 Flash: ↑ 3.1%
vs Claude Sonnet 5.5: ↓ 59.8%
#10

Claude Haiku 4.5
Anthropic

$0.008125 (rounded ~ $0.01)
vs Gemini 3.8 Flash: ↑ 33.3%
vs Claude Sonnet 5.5: ↓ 48%
#11

Gemini 3.1 Flash
Google

$0.008375 (rounded ~ $0.01)
vs Gemini 3.8 Flash: ↑ 37.4%
vs Claude Sonnet 5.5: ↓ 46.4%
#12

Mistral Large 4
Mistral AI

$0.010395
vs Gemini 3.8 Flash: ↑ 70.6%
vs Claude Sonnet 5.5: ↓ 33.5%
#13

GPT-5.3 Codex Spark
OpenAI

$0.015531 (rounded ~ $0.02)
vs Gemini 3.8 Flash: ↑ 154.9%
vs Claude Sonnet 5.5: ↓ 0.6%
#14

GPT-5.3 Instant
OpenAI

$0.015531 (rounded ~ $0.02)
vs Gemini 3.8 Flash: ↑ 154.9%
vs Claude Sonnet 5.5: ↓ 0.6%
#15

Claude Sonnet 5.5
Anthropic

$0.015625 (rounded ~ $0.02)
vs Gemini 3.8 Flash: ↑ 156.4%
vs Claude Sonnet 5.5: Same
#16

Claude Sonnet 5
Anthropic

$0.016250 (rounded ~ $0.02)
vs Gemini 3.8 Flash: ↑ 166.7%
vs Claude Sonnet 5.5: ↑ 4%
#17

Gemini 4 Argon
Google

$0.016250 (rounded ~ $0.02)
vs Gemini 3.8 Flash: ↑ 166.7%
vs Claude Sonnet 5.5: ↑ 4%
#18

GPT-5.6 Terra
OpenAI

$0.016750 (rounded ~ $0.02)
vs Gemini 3.8 Flash: ↑ 174.9%
vs Claude Sonnet 5.5: ↑ 7.2%
#19

Gemini 2.5 Pro
Google

$0.022188 (rounded ~ $0.02)
vs Gemini 3.8 Flash: ↑ 264.1%
vs Claude Sonnet 5.5: ↑ 42%
#20

Claude Sonnet 4.6
Anthropic

$0.024375 (rounded ~ $0.02)
vs Gemini 3.8 Flash: ↑ 300%
vs Claude Sonnet 5.5: ↑ 56%
#21

Grok 4.3
xAI

$0.029500
vs Gemini 3.8 Flash: ↑ 384.1%
vs Claude Sonnet 5.5: ↑ 88.8%
#22

Grok 4.20 Beta
xAI

$0.029500
vs Gemini 3.8 Flash: ↑ 384.1%
vs Claude Sonnet 5.5: ↑ 88.8%
#23

Claude Opus 5.5
Anthropic

$0.031250 (rounded ~ $0.03)
vs Gemini 3.8 Flash: ↑ 412.8%
vs Claude Sonnet 5.5: ↑ 100%
#24

GPT-6.1 Sol
OpenAI

$0.032500 (rounded ~ $0.03)
vs Gemini 3.8 Flash: ↑ 433.3%
vs Claude Sonnet 5.5: ↑ 108%
#25

GPT-6 Sol
OpenAI

$0.032500 (rounded ~ $0.03)
vs Gemini 3.8 Flash: ↑ 433.3%
vs Claude Sonnet 5.5: ↑ 108%
#26

GPT-5.6 Sol
OpenAI

$0.032500 (rounded ~ $0.03)
vs Gemini 3.8 Flash: ↑ 433.3%
vs Claude Sonnet 5.5: ↑ 108%
#27

Gemini 3.1 Pro
Google

$0.033500 (rounded ~ $0.03)
vs Gemini 3.8 Flash: ↑ 449.7%
vs Claude Sonnet 5.5: ↑ 114.4%
#28

Claude Opus 4.7
Anthropic

$0.040625
vs Gemini 3.8 Flash: ↑ 566.7%
vs Claude Sonnet 5.5: ↑ 160%
#29

Claude Opus 5
Anthropic

$0.040625
vs Gemini 3.8 Flash: ↑ 566.7%
vs Claude Sonnet 5.5: ↑ 160%
#30

Claude Opus 4.8
Anthropic

$0.040625
vs Gemini 3.8 Flash: ↑ 566.7%
vs Claude Sonnet 5.5: ↑ 160%
#31

Claude Opus 4.6
Anthropic

$0.040625
vs Gemini 3.8 Flash: ↑ 566.7%
vs Claude Sonnet 5.5: ↑ 160%
#32

GPT-5.4
OpenAI

$0.041875 (rounded ~ $0.04)
vs Gemini 3.8 Flash: ↑ 587.2%
vs Claude Sonnet 5.5: ↑ 168%
#33

GPT-5.4 Thinking
OpenAI

$0.041875 (rounded ~ $0.04)
vs Gemini 3.8 Flash: ↑ 587.2%
vs Claude Sonnet 5.5: ↑ 168%
#34

GPT-5.5 Instant
OpenAI

$0.041875 (rounded ~ $0.04)
vs Gemini 3.8 Flash: ↑ 587.2%
vs Claude Sonnet 5.5: ↑ 168%
#35

Claude Fable 5.1
Anthropic

$0.076563 (rounded ~ $0.08)
vs Gemini 3.8 Flash: ↑ 1156.4%
vs Claude Sonnet 5.5: ↑ 390%
#36

Claude Mythos 5.1
Anthropic

$0.076563 (rounded ~ $0.08)
vs Gemini 3.8 Flash: ↑ 1156.4%
vs Claude Sonnet 5.5: ↑ 390%
#37

Claude Fable 5
Anthropic

$0.081250 (rounded ~ $0.08)
vs Gemini 3.8 Flash: ↑ 1233.3%
vs Claude Sonnet 5.5: ↑ 420%
#38

Claude Mythos 5
Anthropic

$0.081250 (rounded ~ $0.08)
vs Gemini 3.8 Flash: ↑ 1233.3%
vs Claude Sonnet 5.5: ↑ 420%
#39

GPT-5.5
OpenAI

$0.083750 (rounded ~ $0.08)
vs Gemini 3.8 Flash: ↑ 1274.4%
vs Claude Sonnet 5.5: ↑ 436%
#40

GPT-6 Astra
OpenAI

$0.162500 (rounded ~ $0.16)
vs Gemini 3.8 Flash: ↑ 2566.7%
vs Claude Sonnet 5.5: ↑ 940%
#41

GPT-5.2 Pro
OpenAI

$0.186375 (rounded ~ $0.19)
vs Gemini 3.8 Flash: ↑ 2958.5%
vs Claude Sonnet 5.5: ↑ 1092.8%
#42

GPT-5.2 Pro
OpenAI

$0.186375 (rounded ~ $0.19)
vs Gemini 3.8 Flash: ↑ 2958.5%
vs Claude Sonnet 5.5: ↑ 1092.8%
✨ 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.

Balancing Scale and Accuracy in Compliance

Compliance auditing at volume requires a strategic mix of speed and precision. Comparing Gemini 3.8 Flash and Claude Sonnet 5.5 highlights the trade-offs between high-throughput processing and deep reasoning capabilities. Gemini 3.8 Flash is frequently the preferred choice for massive document pipelines where latency and cost-efficiency are critical, particularly when performing routine tasks like verifying document headers, standard metadata extraction, or initial flagging of missing disclosures. Its performance characteristics allow for rapid processing across thousands of files, making it an excellent candidate for initial triage.

Conversely, Claude Sonnet 5.5 occupies a middle ground that is often superior for more complex audit requirements. It provides a higher degree of reasoning fidelity, which is invaluable when the audit involves checking for subtle regulatory inconsistencies or interpreting ambiguous policy language that requires contextual awareness. While Gemini shines in high-volume, repetitive extraction tasks, Claude Sonnet 5.5 is better suited for qualitative analysis that bridges the gap between speed and the rigorous scrutiny required for legal compliance. Teams often find that a tiered approach—using the Flash model to index and categorize documents before routing specific, higher-risk files to Sonnet—offers the most efficient workflow. Ultimately, the decision hinges on the complexity of the regulatory framework; for standard reporting, the speed of Gemini is unmatched, whereas for risk-sensitive audits, the nuanced analysis of Sonnet provides greater reliability.

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.