5.1 SaaS & Technology Firms

• AI model routing & cost minimization

• API usage leakage detection

• Customer churn prediction

• Release risk forecasting

5.2 Finance & FinTech

• Fraud anomaly detection

• Billing optimization

• Revenue leakage prevention

• Risk scoring

5.3 Retail & E-Commerce

• SKU demand forecasting

• Dynamic pricing

• Warehouse workforce optimization

5.4 Manufacturing

• Maintenance scheduling

• Optimal production planning

• BOM forecasting

5.5 Supply Chain & Logistics

• Route optimization (with quantum acceleration)

• Inventory forecasting

• Delay propagation modeling

5.6 Energy & Utilities

• Grid dispatch optimization

• Load forecasting

• Asset lifecycle modeling

5.7 Telecom

• Network congestion prediction

• Spectrum allocation

• Infrastructure planning