Don't skip the AI fundamentals and expect AI to fix your business

Why AI Pilots Fail: Moving from Hype to Scaled, Governed ROI | Nick Munro Host Paul Bibby introduces the Orchestrating AI podcast for senior leaders and is joined by Sydney-based AI executive and strategist Nick Munro, who explains that AI failures are typically organisational - skipped fundamentals, unclear problem definitions, weak data readiness, poor change management, and inadequate governance - rather than technical. They discuss a five-layer capability approach spanning strategy, infrastructure, governance, people/adoption, and measurement/telemetry, emphasising taking a thin slice across all layers to move from experiments to proofs of concept, pilots, and scalable “product-like” AI services with reusable patterns. Munro highlights risks such as uncontrolled generative outputs, shadow IT, and public-model data leakage, and argues governance is a board-level responsibility. Practical ROI examples include high-volume operational document processing, cost-optimised inference, behavioural collections uplift, and near-real-time contact-centre coaching. Munro’s advice: start with business problems, invest in change management, build cross-functional governance early, and prioritise clean data and measurable outcomes.Episode DownloadsThe Five Layer Model - https://forms.office.com/e/XK8qsFBVQDFREE AI Readiness Assessment - https://forms.office.com/e/3dwbqqdJFjChapters00:00 Welcome and Mission02:29 Why AI Falls Short04:17 Framework For Scaling AI04:32 Framework In Practice06:46 Chatbot Risk Example09:06 From Pilots To Scale14:50 Owning The AI Agenda17:35 Skills Culture Shift21:07 Risks Noise And Shadow IT24:30 Public Vs Private Data Risk25:30 Data Residency Risks26:02 Preventing Data Leaks26:13 Safe Internal AI Tools26:59 High ROI Use Cases27:33 Scaling Inference Costs28:57 Scale Over Shiny30:07 Agentic AI Explained32:29 Grocery Agent Reality Check34:50 Why Agents Cost More39:05 Real Time Call Coaching42:50 Board Level Governance47:45 Guest Signature Question - GSQ50:54 Host Takeaways WrapDisclaimer: The opinions and views shared in the Orchestrating AI Podcast are those of the individual speakers. They do not represent the views of their employers, organisations, or any affiliated bodies. The discussions in this podcast are for general information only and are not intended as professional, technical, financial, or legal advice. Listeners should always seek appropriate advice before making decisions based on the topics discussed.