Gemini 3.1 Pro Google 2000000
$94.490200
Total Cost
⚠️ Bulk Calculation: Total volume exceeds single-request limit of 2,000,000 tokens. Budgeting mode active.
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)
$115.228000 (rounded ~ $115.23)
Input: $115.210000
Output: $0.018000 (rounded ~ $0.02)
Output: $0.018000 (rounded ~ $0.02)
Optimized Cost
$94.490200
Input: $115.210000
Output: $0.018000 (rounded ~ $0.02)
Unit: $0.000000
Fees: $0.000000
Output: $0.018000 (rounded ~ $0.02)
Unit: $0.000000
Fees: $0.000000
Total Savings
$20.737800 (rounded ~ $20.74)
18.0% discount
Advanced Cost Breakdown (from Plugin)
🖼️ Multimodal Input
$0.000000
57,600,000 tokens
📊 Batch API
50.0% off
Asynchronous processing discount
📊 Dynamic Tier
Premium
tier2 pricing based on 0 tokens
Multimodal Input Details
🎧 Audio
Duration: 30000 minutes
Cost: $0.000000
Cost: $0.000000
Detailed Cost Analysis (from Plugin)
For 5,000 input tokens and 2,000 output tokens:
- Input Cost: $115.210000
- Output Cost: $0.018000 (rounded ~ $0.02)
- Total Cost: $94.490200
- Cost per 1K tokens: $0.001640
- Tokens per dollar: 609,661 tokens
- Context Window: 2000000 tokens
Speed & Performance Analysis
With a processing speed of 400 tokens per second and 220ms time to first token:
- Processing Time: 42 hours, 18.55 seconds
- Latency: 220 milliseconds to first token
- Base Throughput: 400 tokens/second
- Effective Throughput: 381 tokens/second (temperature-adjusted)
Best Use Cases
Choose Gemini 3.1 Pro for high-fidelity diarization and long-context audio analysis; choose Grok 4.1 for rapid summary generation and social media integration.
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 →Grok 4.1 xAI 1000000
$14.762531 (rounded ~ $14.76)
Total Cost
⚠️ Bulk Calculation: Total volume exceeds single-request limit of 1,000,000 tokens. Budgeting mode active.
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)
$18.002813 (rounded ~ $18.00)
Input: $18.001563 (rounded ~ $18.00)
Output: $0.001250
Output: $0.001250
Optimized Cost
$14.762531 (rounded ~ $14.76)
Input: $18.001563 (rounded ~ $18.00)
Output: $0.001250
Unit: $0.000000
Fees: $0.000000
Output: $0.001250
Unit: $0.000000
Fees: $0.000000
Total Savings
$3.240281
18.0% discount
Advanced Cost Breakdown (from Plugin)
🖼️ Multimodal Input
$0.000000
57,600,000 tokens
📊 Batch API
50.0% off
Asynchronous processing discount
Multimodal Input Details
🎧 Audio
Duration: 30000 minutes
Cost: $0.000000
Cost: $0.000000
Detailed Cost Analysis (from Plugin)
For 5,000 input tokens and 2,000 output tokens:
- Input Cost: $18.001563 (rounded ~ $18.00)
- Output Cost: $0.001250
- Total Cost: $14.762531 (rounded ~ $14.76)
- Cost per 1K tokens: $0.000256
- Tokens per dollar: 3,902,244 tokens
- Context Window: 1000000 tokens
Speed & Performance Analysis
With a processing speed of 550 tokens per second and 200ms time to first token:
- Processing Time: 30 hours, 32 minutes, 57.18 seconds
- Latency: 200 milliseconds to first token
- Base Throughput: 550 tokens/second
- Effective Throughput: 524 tokens/second (temperature-adjusted)
Best Use Cases
Choose Gemini 3.1 Pro for high-fidelity diarization and long-context audio analysis; choose Grok 4.1 for rapid summary generation and social media integration.
Want this applied to YOUR actual stack?
This calculator shows the math for Grok 4.1. 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 3.1 Pro
📋 Active Input Parameters
Input Tokens:
5,000
Output Tokens:
2,000
Batch API:
Enabled (50% discount)
Cached Tokens:
20%
Audio:
30000 minutes
Tools:
Enabled
| Rank | AI Model & Provider | Total Cost | vs Gemini 3.1 Pro | vs Grok 4.1 |
|---|---|---|---|---|
| 🏆 |
Gemini 3.1 Flash Lite
Google
|
$2.953006 (rounded ~ $2.95) Best Value | ↓ 96.9% cheaper | ↓ 80% cheaper |
| 🥈 |
Gemini 2.5 Flash
Google
|
$3.543958 (rounded ~ $3.54) | ↓ 96.2% cheaper | ↓ 76% cheaper |
| 🥉 |
Grok 4.3
xAI
|
$14.762531 (rounded ~ $14.76) | ↓ 84.4% cheaper | Same price |
| #4 |
Gemini 3.5 Flash
Google
|
$17.718038 (rounded ~ $17.72) | ↓ 81.2% cheaper | ↑ 20% more |
| #5 |
Gemini 3.1 Flash
Google
|
$23.624050 (rounded ~ $23.62) | ↓ 75% cheaper | ↑ 60% more |
| #6 |
Gemini 3.1 Flash
Google
|
$23.624050 (rounded ~ $23.62) | ↓ 75% cheaper | ↑ 60% more |
🏆
Gemini 3.1 Flash Lite
Gemini 3.1 Flash Lite Google
$2.953006 (rounded ~ $2.95)
vs Gemini 3.1 Pro:
↓ 96.9%
vs Grok 4.1:
↓ 80%
🥈
Gemini 2.5 Flash
Gemini 2.5 Flash Google
$3.543958 (rounded ~ $3.54)
vs Gemini 3.1 Pro:
↓ 96.2%
vs Grok 4.1:
↓ 76%
🥉
Grok 4.3
Grok 4.3 xAI
$14.762531 (rounded ~ $14.76)
vs Gemini 3.1 Pro:
↓ 84.4%
vs Grok 4.1:
Same
#4
Gemini 3.5 Flash
Gemini 3.5 Flash Google
$17.718038 (rounded ~ $17.72)
vs Gemini 3.1 Pro:
↓ 81.2%
vs Grok 4.1:
↑ 20%
#5
Gemini 3.1 Flash
Gemini 3.1 Flash Google
$23.624050 (rounded ~ $23.62)
vs Gemini 3.1 Pro:
↓ 75%
vs Grok 4.1:
↑ 60%
#6
Gemini 3.1 Flash
Gemini 3.1 Flash Google
$23.624050 (rounded ~ $23.62)
vs Gemini 3.1 Pro:
↓ 75%
vs Grok 4.1:
↑ 60%
✨ 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.
Scaling Audio Intelligence
When evaluating high-volume podcast transcription for mid-market SaaS platforms, the choice between Gemini 3.1 Pro and Grok 4.1 hinges on the depth of analysis required per episode. Processing 500 hours of content monthly requires a model that can handle long-form audio without losing track of speaker identities or nuanced context.
Model Strengths and Differences
- Gemini 3.1 Pro: This model is a powerhouse for long-form content, boasting a massive context window that allows it to process hours of high-fidelity audio in a single pass. This is particularly advantageous for data analysts who need to perform complex diarization where speaker identity must be tracked over long durations. Its native multimodal architecture captures nuances like tone and emphasis that traditional pipelines might miss.
- Grok 4.1: Optimized for speed and integration within the xAI ecosystem, this model excels at identifying viral trends and generating punchy summaries. While highly capable in audio understanding, its strengths lie in rapid processing and tool-augmented insights for real-time engagement.
Decision Factors
For a growing product, Gemini 3.1 Pro offers a more robust foundation for deep archival search and complex RAG pipelines indexing hundreds of hours of conversation. Grok 4.1 is the preferred choice for teams focusing on marketing automation and immediate content repurposing. Analysts should prioritize Gemini for historical accuracy and Grok for speed, especially when balancing structured metadata output against raw processing throughput.
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 audio billing work?
Audio models are billed by token, not by minute. Voxtral Small 24B costs $0.10 per 1M input tokens and $0.30 per 1M output tokens, matching Mistral Small 3. GPT Realtime Mini uses standard token billing. There are no silence keep-alive surcharges or per-minute duration fees on either provider.
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.