Claude Opus 4.7 vs Gemini 3.1 Pro: 500-Token Product Description Generation

Claude Opus 4.7 has been replaced by Claude Opus 5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: 500 input tokens × 800 output tokens
Comparison Mode
⚡ 20% Cached

Complete comparison of pricing, performance, and capabilities for 2 leading AI models with 20% 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) (20% cached)
Input Tokens 500 500
Output Tokens 800 800
Cost Breakdown
Input Cost $0.000625Worst $0.000500Best
Output Cost $0.005000 (rounded ~ $0.01)Worst $0.004800Best
Unit Cost (Audio/OCR) $0.000000 $0.000000
Service Fees $0.000000 $0.000000
Total Cost $0.005513 (rounded ~ $0.01) Most Expensive $0.005210 (rounded ~ $0.01) Best Value
Processing Time 5.53 seconds Slowest 3.66 seconds Fastest
Tokens per Second 260Slowest 400Fastest
Time to First Token 400ms Worst 220ms Best
Cost per 1K tokens $0.004240Worst $0.004008Best
Tokens per Dollar 235,828Worst Value 249,520Best 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
20
✓ 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

Claude Opus 4.7
AnthropicMax Context: 1,000,000 tokens
$5 / $25 per 1M tokens
▼
▼
Use Batch API (50% discount)
20%
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

$0.005513 Total Cost
$0.000500 Input Cost
$0.005000 Output Cost
$0.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
1,300Total Tokens
$0.004240Cost per 1K
235,828Tokens per $
📊 Advanced Cost Breakdown

Processing Speed

5.53s Processing Time
260 Tokens/Second
400ms Time to First Token
243 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
Enable 6.0x Fast Mode multiplier
📚 Research & Citations
Enable $1.00/$4.00 rates + $10.00/1k search
Enable research tier pricing
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.

Claude Opus 4.7 Anthropic 1000000

$0.005513 (rounded ~ $0.01)
Total Cost
⚡ 20% 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) $0.005625 (rounded ~ $0.01) Input: $0.000625
Output: $0.005000 (rounded ~ $0.01)
Optimized Cost $0.005513 (rounded ~ $0.01) Input: $0.000625
Output: $0.005000 (rounded ~ $0.01)
Unit: $0.000000
Fees: $0.000000
Total Savings $0.000113 2.0% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 500 input tokens and 800 output tokens:

  • Input Cost: $0.000625
  • Output Cost: $0.005000 (rounded ~ $0.01)
  • Total Cost: $0.005513 (rounded ~ $0.01)
  • Cost per 1K tokens: $0.004240
  • Tokens per dollar: 235,828 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: 5.53 seconds
  • Latency: 400 milliseconds to first token
  • Base Throughput: 260 tokens/second
  • Effective Throughput: 243 tokens/second (temperature-adjusted)

Best Use Cases

Ideal for high-complexity product descriptions where brand voice and strict instruction adherence are critical.

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

$0.005210 (rounded ~ $0.01)
Total Cost
⚡ 20% 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) $0.005300 (rounded ~ $0.01) Input: $0.000500
Output: $0.004800
Optimized Cost $0.005210 (rounded ~ $0.01) Input: $0.000500
Output: $0.004800
Unit: $0.000000
Fees: $0.000000
Total Savings $0.000090 1.7% 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 500 input tokens and 800 output tokens:

  • Input Cost: $0.000500
  • Output Cost: $0.004800
  • Total Cost: $0.005210 (rounded ~ $0.01)
  • Cost per 1K tokens: $0.004008
  • Tokens per dollar: 249,520 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: 3.66 seconds
  • Latency: 220 milliseconds to first token
  • Base Throughput: 400 tokens/second
  • Effective Throughput: 374 tokens/second (temperature-adjusted)

Best Use Cases

Ideal for high-complexity product descriptions where brand voice and strict instruction adherence are critical.

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: 500
Output Tokens: 800
Batch API: Enabled (50% discount)
Cached Tokens: 20%
Rank AI Model & Provider Total Cost vs Claude Opus 4.7 vs Gemini 3.1 Pro
🏆 Ministral 3 (14B)
Mistral AI
 $0.000061 Best Value ↓ 98.9% cheaper ↓ 98.8% cheaper
🥈 Mistral Small 3
Mistral AI
 $0.000070 ↓ 98.7% cheaper ↓ 98.7% cheaper
🥉 Voxtral Small 24B
Mistral AI
 $0.000070 ↓ 98.7% cheaper ↓ 98.7% cheaper
#4 Devstral Small 2
Mistral AI
 $0.000070 ↓ 98.7% cheaper ↓ 98.7% cheaper
#5 Nemotron 3 Super
NVIDIA
 $0.000195 ↓ 96.5% cheaper ↓ 96.3% cheaper
#6 Devstral 2
Mistral AI
 $0.000221 ↓ 96% cheaper ↓ 95.8% cheaper
#7 Gemini 3.1 Flash Lite
Google
 $0.000326 ↓ 94.1% cheaper ↓ 93.8% cheaper
#8 Mistral Large 3
Mistral AI
 $0.000351 ↓ 93.6% cheaper ↓ 93.3% cheaper
#9 Gemini 3.5 Flash-Lite
Google
 $0.000531 ↓ 90.4% cheaper ↓ 89.8% cheaper
#10 Gemini 2.5 Flash
Google
 $0.000531 ↓ 90.4% cheaper ↓ 89.8% cheaper
#11 Gemini 3.8 Flash
Google
 $0.000827 ↓ 85% cheaper ↓ 84.1% cheaper
#12 o4-mini Deep Research
OpenAI
 $0.000903 ↓ 83.6% cheaper ↓ 82.7% cheaper
#13 GPT-5.4 mini
OpenAI
 $0.000977 ↓ 82.3% cheaper ↓ 81.3% cheaper
#14 o4-mini
OpenAI
 $0.000993 ↓ 82% cheaper ↓ 80.9% cheaper
#15 Claude Haiku 4.5
Anthropic
 $0.001103 ↓ 80% cheaper ↓ 78.8% cheaper
#16 Magistral Medium
Mistral AI
 $0.001205 ↓ 78.1% cheaper ↓ 76.9% cheaper
#17 Gemini 3.1 Flash
Google
 $0.001303 ↓ 76.4% cheaper ↓ 75% cheaper
#18 GPT-5.6 Luna
OpenAI
 $0.001303 ↓ 76.4% cheaper ↓ 75% cheaper
#19 Gemini 3.6 Flash
Google
 $0.001654 ↓ 70% cheaper ↓ 68.3% cheaper
#20 Gemini 3.5 Flash
Google
 $0.001954 ↓ 64.6% cheaper ↓ 62.5% cheaper
#21 Grok 4.3
xAI
 $0.002010 ↓ 63.5% cheaper ↓ 61.4% cheaper
#22 Grok 4.20 Beta
xAI
 $0.002010 ↓ 63.5% cheaper ↓ 61.4% cheaper
#23 Claude Sonnet 5
Anthropic
 $0.002205 ↓ 60% cheaper ↓ 57.7% cheaper
#24 GPT-5.3 Codex Spark
OpenAI
 $0.002979 ↓ 46% cheaper ↓ 42.8% cheaper
#25 GPT-5.3 Instant
OpenAI
 $0.002979 ↓ 46% cheaper ↓ 42.8% cheaper
#26 GPT-5.6 Terra
OpenAI
 $0.003256 ↓ 40.9% cheaper ↓ 37.5% cheaper
#27 Claude Sonnet 4.6
Anthropic
 $0.003308 ↓ 40% cheaper ↓ 36.5% cheaper
#28 Gemini 2.5 Pro
Google
 $0.004256 ↓ 22.8% cheaper ↓ 18.3% cheaper
#29 Gemini 3.1 Pro
Google
 $0.005210 (rounded ~ $0.01) ↓ 5.5% cheaper Same price
#30 Claude Opus 5
Anthropic
 $0.005513 (rounded ~ $0.01) Same price ↑ 5.8% more
#31 Claude Opus 4.8
Anthropic
 $0.005513 (rounded ~ $0.01) Same price ↑ 5.8% more
#32 Claude Opus 4.6
Anthropic
 $0.005513 (rounded ~ $0.01) Same price ↑ 5.8% more
#33 GPT-5.4
OpenAI
 $0.006513 (rounded ~ $0.01) ↑ 18.1% more ↑ 25% more
#34 GPT-5.4 Thinking
OpenAI
 $0.006513 (rounded ~ $0.01) ↑ 18.1% more ↑ 25% more
#35 GPT-5.5 Instant
OpenAI
 $0.006513 (rounded ~ $0.01) ↑ 18.1% more ↑ 25% more
#36 GPT-5.6 Sol
OpenAI
 $0.006513 (rounded ~ $0.01) ↑ 18.1% more ↑ 25% more
#37 o3 Deep Research
OpenAI
 $0.009025 ↑ 63.7% more ↑ 73.2% more
#38 Claude Fable 5.1
Anthropic
 $0.011006 (rounded ~ $0.01) ↑ 99.7% more ↑ 111.3% more
#39 Claude Mythos 5.1
Anthropic
 $0.011006 (rounded ~ $0.01) ↑ 99.7% more ↑ 111.3% more
#40 Claude Fable 5
Anthropic
 $0.011025 (rounded ~ $0.01) ↑ 100% more ↑ 111.6% more
#41 Claude Mythos 5
Anthropic
 $0.011025 (rounded ~ $0.01) ↑ 100% more ↑ 111.6% more
#42 GPT-5.5
OpenAI
 $0.013025 (rounded ~ $0.01) ↑ 136.3% more ↑ 150% more
#43 o3 Pro
OpenAI
 $0.018050 (rounded ~ $0.02) ↑ 227.4% more ↑ 246.4% more
#44 GPT-6 Astra
OpenAI
 $0.022050 (rounded ~ $0.02) ↑ 300% more ↑ 323.2% more
#45 GPT-5.2 Pro
OpenAI
 $0.035753 (rounded ~ $0.04) ↑ 548.6% more ↑ 586.2% more
#46 GPT-5.2 Pro
OpenAI
 $0.035753 (rounded ~ $0.04) ↑ 548.6% more ↑ 586.2% more
🏆

Ministral 3 (14B)
Mistral AI

$0.000061
vs Claude Opus 4.7: ↓ 98.9%
vs Gemini 3.1 Pro: ↓ 98.8%
🥈

Mistral Small 3
Mistral AI

$0.000070
vs Claude Opus 4.7: ↓ 98.7%
vs Gemini 3.1 Pro: ↓ 98.7%
🥉

Voxtral Small 24B
Mistral AI

$0.000070
vs Claude Opus 4.7: ↓ 98.7%
vs Gemini 3.1 Pro: ↓ 98.7%
#4

Devstral Small 2
Mistral AI

$0.000070
vs Claude Opus 4.7: ↓ 98.7%
vs Gemini 3.1 Pro: ↓ 98.7%
#5

Nemotron 3 Super
NVIDIA

$0.000195
vs Claude Opus 4.7: ↓ 96.5%
vs Gemini 3.1 Pro: ↓ 96.3%
#6

Devstral 2
Mistral AI

$0.000221
vs Claude Opus 4.7: ↓ 96%
vs Gemini 3.1 Pro: ↓ 95.8%
#7

Gemini 3.1 Flash Lite
Google

$0.000326
vs Claude Opus 4.7: ↓ 94.1%
vs Gemini 3.1 Pro: ↓ 93.8%
#8

Mistral Large 3
Mistral AI

$0.000351
vs Claude Opus 4.7: ↓ 93.6%
vs Gemini 3.1 Pro: ↓ 93.3%
#9

Gemini 3.5 Flash-Lite
Google

$0.000531
vs Claude Opus 4.7: ↓ 90.4%
vs Gemini 3.1 Pro: ↓ 89.8%
#10

Gemini 2.5 Flash
Google

$0.000531
vs Claude Opus 4.7: ↓ 90.4%
vs Gemini 3.1 Pro: ↓ 89.8%
#11

Gemini 3.8 Flash
Google

$0.000827
vs Claude Opus 4.7: ↓ 85%
vs Gemini 3.1 Pro: ↓ 84.1%
#12

o4-mini Deep Research
OpenAI

$0.000903
vs Claude Opus 4.7: ↓ 83.6%
vs Gemini 3.1 Pro: ↓ 82.7%
#13

GPT-5.4 mini
OpenAI

$0.000977
vs Claude Opus 4.7: ↓ 82.3%
vs Gemini 3.1 Pro: ↓ 81.3%
#14

o4-mini
OpenAI

$0.000993
vs Claude Opus 4.7: ↓ 82%
vs Gemini 3.1 Pro: ↓ 80.9%
#15

Claude Haiku 4.5
Anthropic

$0.001103
vs Claude Opus 4.7: ↓ 80%
vs Gemini 3.1 Pro: ↓ 78.8%
#16

Magistral Medium
Mistral AI

$0.001205
vs Claude Opus 4.7: ↓ 78.1%
vs Gemini 3.1 Pro: ↓ 76.9%
#17

Gemini 3.1 Flash
Google

$0.001303
vs Claude Opus 4.7: ↓ 76.4%
vs Gemini 3.1 Pro: ↓ 75%
#18

GPT-5.6 Luna
OpenAI

$0.001303
vs Claude Opus 4.7: ↓ 76.4%
vs Gemini 3.1 Pro: ↓ 75%
#19

Gemini 3.6 Flash
Google

$0.001654
vs Claude Opus 4.7: ↓ 70%
vs Gemini 3.1 Pro: ↓ 68.3%
#20

Gemini 3.5 Flash
Google

$0.001954
vs Claude Opus 4.7: ↓ 64.6%
vs Gemini 3.1 Pro: ↓ 62.5%
#21

Grok 4.3
xAI

$0.002010
vs Claude Opus 4.7: ↓ 63.5%
vs Gemini 3.1 Pro: ↓ 61.4%
#22

Grok 4.20 Beta
xAI

$0.002010
vs Claude Opus 4.7: ↓ 63.5%
vs Gemini 3.1 Pro: ↓ 61.4%
#23

Claude Sonnet 5
Anthropic

$0.002205
vs Claude Opus 4.7: ↓ 60%
vs Gemini 3.1 Pro: ↓ 57.7%
#24

GPT-5.3 Codex Spark
OpenAI

$0.002979
vs Claude Opus 4.7: ↓ 46%
vs Gemini 3.1 Pro: ↓ 42.8%
#25

GPT-5.3 Instant
OpenAI

$0.002979
vs Claude Opus 4.7: ↓ 46%
vs Gemini 3.1 Pro: ↓ 42.8%
#26

GPT-5.6 Terra
OpenAI

$0.003256
vs Claude Opus 4.7: ↓ 40.9%
vs Gemini 3.1 Pro: ↓ 37.5%
#27

Claude Sonnet 4.6
Anthropic

$0.003308
vs Claude Opus 4.7: ↓ 40%
vs Gemini 3.1 Pro: ↓ 36.5%
#28

Gemini 2.5 Pro
Google

$0.004256
vs Claude Opus 4.7: ↓ 22.8%
vs Gemini 3.1 Pro: ↓ 18.3%
#29

Gemini 3.1 Pro
Google

$0.005210 (rounded ~ $0.01)
vs Claude Opus 4.7: ↓ 5.5%
vs Gemini 3.1 Pro: Same
#30

Claude Opus 5
Anthropic

$0.005513 (rounded ~ $0.01)
vs Claude Opus 4.7: Same
vs Gemini 3.1 Pro: ↑ 5.8%
#31

Claude Opus 4.8
Anthropic

$0.005513 (rounded ~ $0.01)
vs Claude Opus 4.7: Same
vs Gemini 3.1 Pro: ↑ 5.8%
#32

Claude Opus 4.6
Anthropic

$0.005513 (rounded ~ $0.01)
vs Claude Opus 4.7: Same
vs Gemini 3.1 Pro: ↑ 5.8%
#33

GPT-5.4
OpenAI

$0.006513 (rounded ~ $0.01)
vs Claude Opus 4.7: ↑ 18.1%
vs Gemini 3.1 Pro: ↑ 25%
#34

GPT-5.4 Thinking
OpenAI

$0.006513 (rounded ~ $0.01)
vs Claude Opus 4.7: ↑ 18.1%
vs Gemini 3.1 Pro: ↑ 25%
#35

GPT-5.5 Instant
OpenAI

$0.006513 (rounded ~ $0.01)
vs Claude Opus 4.7: ↑ 18.1%
vs Gemini 3.1 Pro: ↑ 25%
#36

GPT-5.6 Sol
OpenAI

$0.006513 (rounded ~ $0.01)
vs Claude Opus 4.7: ↑ 18.1%
vs Gemini 3.1 Pro: ↑ 25%
#37

o3 Deep Research
OpenAI

$0.009025
vs Claude Opus 4.7: ↑ 63.7%
vs Gemini 3.1 Pro: ↑ 73.2%
#38

Claude Fable 5.1
Anthropic

$0.011006 (rounded ~ $0.01)
vs Claude Opus 4.7: ↑ 99.7%
vs Gemini 3.1 Pro: ↑ 111.3%
#39

Claude Mythos 5.1
Anthropic

$0.011006 (rounded ~ $0.01)
vs Claude Opus 4.7: ↑ 99.7%
vs Gemini 3.1 Pro: ↑ 111.3%
#40

Claude Fable 5
Anthropic

$0.011025 (rounded ~ $0.01)
vs Claude Opus 4.7: ↑ 100%
vs Gemini 3.1 Pro: ↑ 111.6%
#41

Claude Mythos 5
Anthropic

$0.011025 (rounded ~ $0.01)
vs Claude Opus 4.7: ↑ 100%
vs Gemini 3.1 Pro: ↑ 111.6%
#42

GPT-5.5
OpenAI

$0.013025 (rounded ~ $0.01)
vs Claude Opus 4.7: ↑ 136.3%
vs Gemini 3.1 Pro: ↑ 150%
#43

o3 Pro
OpenAI

$0.018050 (rounded ~ $0.02)
vs Claude Opus 4.7: ↑ 227.4%
vs Gemini 3.1 Pro: ↑ 246.4%
#44

GPT-6 Astra
OpenAI

$0.022050 (rounded ~ $0.02)
vs Claude Opus 4.7: ↑ 300%
vs Gemini 3.1 Pro: ↑ 323.2%
#45

GPT-5.2 Pro
OpenAI

$0.035753 (rounded ~ $0.04)
vs Claude Opus 4.7: ↑ 548.6%
vs Gemini 3.1 Pro: ↑ 586.2%
#46

GPT-5.2 Pro
OpenAI

$0.035753 (rounded ~ $0.04)
vs Claude Opus 4.7: ↑ 548.6%
vs Gemini 3.1 Pro: ↑ 586.2%
✨ 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.

High-End Reasoning for Dynamic Content

For Voice AI engineers building dynamic IVR and voice agent systems, the quality of generated product descriptions is paramount. When your voice agent reads product details to a customer, the generated text must be natural, concise, and accurate. Both Claude Opus 4.7 and Gemini 3.1 Pro operate at the frontier of reasoning, making them ideal for complex, multi-step instructions where you need to synthesize varied attributes into a single, cohesive voice-ready output.

Claude Opus 4.7 excels in agentic workflows and complex instruction following. If your pipeline involves generating descriptions that require strict adherence to brand voice, legal disclaimers, or complex technical specifications, Opus 4.7 provides a level of consistency that reduces the need for downstream QA. Its ability to maintain nuanced instruction sets across thousands of items ensures that your Voice AI maintains its persona.

Gemini 3.1 Pro offers a compelling alternative for pipelines that require deep multimodal integration. If your content generation pipeline includes analyzing product images or technical PDFs before generating the description, Gemini 3.1 Pro’s native multimodality can simplify your architecture. While both models are excellent for high-quality, long-form content, the decision often comes down to your specific orchestration needs. Choose Opus 4.7 when consistency and strict instruction adherence are your primary constraints, or leverage Gemini 3.1 Pro if your descriptions are derived from multimodal sources that require deep semantic understanding of both text and visual assets.

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.

Related model pricing

Claude Opus 4.7 currently costs $5.00 / $25.00 per 1M tokens. These are the models worth pricing against it, taken live from the tracked registry.

Compare across providers

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