Project Management

An AI-driven early warning system (EWS) continuously scans data streams (financial, operational, news, social media, environmental sensors, etc.) to identify subtle “weak signals” of trouble before they become full-blown crises. These platforms use machine learning and predictive analytics to connect disparate dots—from changes in customer behavior to supplier distress—and convert raw data into actionable intelligence. As one Deloitte risk expert puts it, without such an EWS,

This comprehensive guide transforms Peter Drucker's timeless principle "what gets measured gets done" for the AI era, providing Indian B2B startups and MSMEs with a practical roadmap to intelligent performance measurement. You'll discover the top 10 KPIs every growing business should monitor with AI, a step-by-step 90-day implementation plan starting at just ₹25,000 monthly, and proven strategies to overcome common challenges like budget constraints and technical expertise ga