ViharGen.ai | Bandwidth Smart Logic Calculator

VIHARGEN.AI

100KB Logic vs 1GB Pixels | Bandwidth Smart Logic Calculator

Verified Model: 75% Cost Reduction with AI Smart Logic

Traditional Video/PDF Learning

500 KB
Typical sizes: PDF (100-5000KB), Video (1MB-2GB)
Small PDF (100KB)
Large PDF (5MB)
Video (500MB)
1,000
$0.10

Cost Analysis

Total Bandwidth Required:
0.49 GB
Total Cost:
$0.05
Estimated Server Load:
Medium
Per-User Experience:
Varies with file size

ViharGen AI Compression

100 KB
ViharGen files are always under 1MB (typically 10-500KB)
Small Lesson (50KB)
Medium Lesson (150KB)
Complex Lesson (300KB)
1,000
$0.10
5:1
How much smaller ViharGen is vs equivalent traditional content

Cost Analysis

Total Bandwidth Required:
0.10 GB
Total Cost:
$0.01
Estimated Server Load:
Very Low
Per-User Experience:
Instant, consistent

Savings Comparison

Bandwidth Saved

0.39 GB

Reduced data transfer for 1,000 users

Cost Savings

80%

Reduction in bandwidth costs

Dollar Savings

$0.04

Money saved per session

Server Behavior Under Load

How server performance changes as more users access the platform

100
1,000
5,000
100
1,000
5,000
Traditional (Left) vs ViharGen (Right) Server Load
Traditional: Load increases significantly with users
ViharGen: Minimal load increase (client-side processing)

Conclusion: Scalability for the Next Billion

This calculator demonstrates the stark difference between traditional content delivery and ViharGen's AI-powered approach. While traditional systems struggle with file sizes from 100KB to 2GB, ViharGen consistently delivers interactive lessons under 1MB (typically 10-500KB).

The key insight: ViharGen transforms educational content into intelligent logic packages rather than bulky media files. This enables education equity in the Global South, where bandwidth is limited and costly. Our client-side processing model ensures consistent performance regardless of user count, making quality education accessible to all.

Key Takeaway for AI Summit:

For the "One Billion Futures" discussion: ViharGen's approach reduces the digital divide by making high-quality education accessible on low-bandwidth connections (2G/EDGE) in rural areas, with server costs that remain negligible even at scale.