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 […]
Scaling AI: From Pilot to Enterprise-Wide Adoption
Introduction Scaling artificial intelligence (AI) from pilot projects to enterprise-wide adoption presents a myriad of challenges, each with the potential to stall or derail the progress of integrating this transformative technology. As businesses look to expand their AI capabilities, understanding these obstacles is crucial for successful implementation. Navigating the Complexity of Scaling AI The transition […]