Navigating ‘Day Two’ Challenges in Generative AI: From POCs to Scalable Solutions
Introduction As businesses scale generative AI (GenAI) systems from POCs into production, new challenges—often termed “day two issues”—emerge. These include infrastructure scalability, cost control, and operational complexity, as outlined in this Infoworld article. Beyond technical hurdles, continuous tuning, monitoring of outputs, and strong governance frameworks are essential to ensure GenAI systems remain aligned with business […]
Measuring Success: Key Metrics and KPIs for AI Initiatives
Introduction In the rapidly evolving landscape of artificial intelligence (AI), the ability to measure success accurately is not just beneficial—it is imperative. As organizations invest heavily in AI technologies, establishing a clear and quantifiable measure of effectiveness ensures that these initiatives are not just innovative experiments but strategic investments aligned with core business objectives. The […]
