VIHARGEN.AI
100KB Logic vs 1GB Pixels | Bandwidth Smart Logic Calculator
Traditional Video/PDF Learning
Cost Analysis
ViharGen AI Compression
Cost Analysis
Savings Comparison
Bandwidth Saved
Reduced data transfer for 1,000 users
Cost Savings
Reduction in bandwidth costs
Dollar Savings
Money saved per session
Server Behavior Under Load
How server performance changes as more users access the platform
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.
ViharGen.ai Founder's Dashboard | 2026 AI Impact Summit | Bharat Mandapam
"One Billion Futures: AI and the Future of Education Equity in the Global South"