Learn AI

AI Concepts Workshop

© 2026 Cloudy Software Ltd

AI Unit Economics

Master the math of scaling AI products.

Usage Simulator

Daily Active Users1,000
Prompt Length (Input)2,000 tokens

* Including System & Tools

Response Size (Output)500 tokens
Optimization Levers

AI CLOUD

Order #AI-29384-FX
3/28/2026
ItemCost
Prompt Input2.0M tokens @ $0.15
$0.30
Model Output0.5M tokens @ $0.60
$0.30
TOTAL DAILY$0.60
PROJECTED MONTH$18.00
END OF FISCAL REPORT
KEEP BUILDING COOL SHIT
Ratio
1:4.0
Price / DAU
$0.001

Founder's Cheat Sheet

Input vs Output

Always design prompts to be concise. Output tokens are roughly 4-5x more expensive than input tokens.

Batch Everything

If it doesn't need to be instant (like summaries or logs), use Batch API to instantly cut your cost in half.

Caching Strategy

Turn on Caching for repeated system prompts or RAG contexts. It's the highest ROI optimization for high-traffic apps.