People-First Custom AI and Measurable Business Outcomes - Olga Topchaya | Ep 198

Why do most corporate AIimplementations stall or fail, and how can companies turn routine operationalbottlenecks into 90% cost reductions? In this episode of The Iferia TechCast,Ezekiel Iferia sits down with Olga Topchaya, founder and CEO of Lapis AI Consults,a custom AI solutions architect and business strategist. Olga explains how running an AIconsultancy mirrors the core principles of parenting: adaptability, continuouslearning, contextual understanding, and above all, patience. She breaks downthe "Build vs. Buy" decision framework and explores the three primaryoperational drains—internal document search ("looking for yourkeys"), repetitive administrative copy-pasting, and role-specific manualreporting—that quietly cost organizations an estimated $32,000 per employeeeach year. We explore how custom Retrieval-AugmentedGeneration (RAG) and conversational AI assistants turned $15 IT support ticketsinto pennies, why workforce retraining and transparent change management mustreplace reactionary layoffs, and the single most critical skill every knowledgeworker must develop today: advanced prompt strategy. Finally, Olga redefinesinnovation as the continuous ability to achieve today what was impossibleyesterday. Inthis episode, you’ll discover:·        The parentingphilosophy applied to AI: Adaptability, patience, and context. ·        Build vs. Buy: Whento use off-the-shelf tools versus custom AI architecture. ·        The $32,000 employeeproductivity drain: Disorganized files, admin busywork, and manual reporting. ·        Retrieval-AugmentedGeneration (RAG): Transforming enterprise document search into instant answers. ·        Slashing supportcosts: Replacing $15 repetitive IT tickets with AI assistants. ·        Why firing staffafter deploying AI backfires: Preserving organizational knowledge and morale. ·        Practical changemanagement: Small cohort training (5–8 people), hackathons, and transparentexpectations. ·        Avoiding the"swallow the ocean" trap in the first 30 days of an AI rollout. ·        Why mastering promptengineering remains the #1 skill for career resilience. ·        Innovation defined:Doing today what was impossible yesterday. Connectwith Olga Topchaya & Lapis AI Consults:·        Website & FreePrompt Guide: https://lapisconsults.com/ ·        Schedule aConsultation: https://calendly.com/lapis-ai-consults/intro-chat ·        LinkedIn: https://www.linkedin.com/in/olgatopchaya/ Want to Be a Guest on The IferiaTechCast?• Connect with Ezekiel onPodMatch: https://podmatch.com/hostdetailpreview/theiferiatechcast Support the show:https://iferia.nestuge.com/supportme00:00 Welcome Olga Topchaya: CEOof Lapis AI Consults01:40 The Parenting Philosophyof AI: Adaptability, Context & Patience05:48 Build vs. Buy: Custom RAGArchitecture and Use Cases08:51 The $32,000 Per EmployeeDrain: Document Search & Copy-Paste Waste11:54 Why Reactionary LayoffsFail: Retraining vs. Replacing Knowledge Workers14:54 People-First AIImplementation: Starting with One Narrow High-Impact Use Case17:20 Change Management: SmallCohort Workshops & Internal Hackathons21:54 The #1 Future-Proof Skill:Advanced Prompt Engineering24:06 The Biggest Mistake in theFirst 30 Days: Trying to "Swallow the Ocean"28:16 What Does Innovation TrulyMean to You?30:35 Connect with Olga Topchaya& Lapis AI ConsultsChapterTimestamps