Why Enterprise AI Often Fails (Even When the Model Works) | Early 2026 скачать в хорошем качестве

Why Enterprise AI Often Fails (Even When the Model Works) | Early 2026

Most AI / ML initiatives don’t fail because the model is bad. They fail quietly: the demo works, a KPI may move, but decisions and workflows don’t change. Then reality hits later through governance, operations, data access, or cost. This video is a breakdown of failure patterns I’ve seen repeatedly in enterprise AI/ML projects across different organizations. What this video covers: 🔹 The 4 Failure Zones: People, Tech Stack, Business Value, Risk & Control 🔹 The "KPI Theatre" trap: Why successful pilots often fail in production 🔹 The Delivery Shift: Moving from release cycles to retraining & hardening cycles 🔹 Why AI is never "done": Managing drift, Day-2 ownership, and ops 🔹 QA for GenAI: Moving from test cases to evals & guardrails 📥 DOWNLOAD FREE TOOLS: 📌 Presentation Deck: https://drive.google.com/file/d/1Zegm... 📌 Free ML Project Health Scorecard: https://docs.google.com/document/d/10... ⏱️ TIMESTAMPS 00:00 Intro 00:57 About the speaker 01:53 Understanding the Landscape of ML Project Pitfalls 03:10 What’s so special about Enterprise Projects? 05:04 Business Challenges with ML 08:34 ML vs. Classical Software Development (2023 version) 08:56 Comparison of Approaches (2026 version) 10:53 Are we solving the Business Problem? 12:05 The Trap: "AI" as a Proxy for Progress 13:23 Scope Changes Everything 14:32 Enterprise Constraints: Where Ambitions Meet Reality 16:18 The Operations Reality: AI is Never "Done" 17:24 QA for AI: From Test Cases to Guardrails 19:16 Blueprint for Success: ML & GenAI 20:54 AI Project Health Scorecard 21:55 Useful Materials 22:08 Thank you #EnterpriseAI #machinelearning Images used: Intro: Carta marina et descriptio septentrionalium terrarum by Olaus Magnus Slide 2: Gravure sur bois de Flammarion Slide 8: Satire on False Perspective by William Hogarth Slide 9: Self-Operating Napkin by Rube Goldberg Slide 11: The Gothic Arch by Giovanni Battista Piranesi Slide 12: Der Frühling, aus der Folge der "Vier Jahreszeiten" by Pieter van der Heyden Slide 13: The Instrument Maker's Workshop by Robert Bénard Slide 17: Smalls Lighthouse in a storm from Lighthouses and Lightships; A Descriptive and Historical Account of Their Mode of Construction and Organization by W. H. Davenport Adams (original image by Souchal)