The Human Protocol

S2E17 | The AI Implementation Gap: Why Most AI Projects Fail (And How to Fix It) w/ Issac Hicks

1 h 1 min · 29. apr. 2026
episode S2E17 | The AI Implementation Gap: Why Most AI Projects Fail (And How to Fix It) w/ Issac Hicks cover

Description

In this episode, we break down one of the most overlooked challenges in AI today: the implementation gap. AI looks perfect in demos. Clean outputs. Instant value. Seamless automation. But that’s only 5–10% of the work. The real challenge begins when organizations try to move from pilot to production. In this conversation with Issac Hicks, CEO @Autonomi, technology implementer and AI operator, we unpack why most AI projects fail not because of the technology… but because of poor planning, unclear problems, and flawed execution. We dive into: * Why companies rush into AI without defining the real problem * How assumptions early in the process lead to failed outcomes * The difference between saving time vs generating real ROI * Why scaling a broken process with AI makes things worse * The importance of testing, change management, and ownership * Build vs buy decisions and why most companies get it wrong One of the biggest takeaways: 👉 AI doesn’t fix your business. 👉 It exposes it. If your foundation is weak, your processes unclear, or your teams misaligned… AI will scale those problems faster than anything else. This episode is a practical guide for leaders, founders, and operators who want to move beyond the hype and actually implement AI in a way that delivers real business value. Because the advantage won’t go to those who adopt AI first… ⏱️ CHAPTERS 00:00 Intro – The AI implementation gap 01:12 Meet Isaac Hicks (AI implementer & operator) 02:12 Why AI demos are misleading (only 5–10% of the work) 03:27 When companies bring in implementers (start vs rescue mode) 04:41 The #1 mistake: unclear problem definition 06:14 Solving the wrong problem with AI 06:50 Example: scaling bad outbound with AI 08:28 Why planning is everything 10:43 AI ROI explained: cost savings vs value creation 12:13 The real ROI: reallocating time to revenue 13:26 Why AI requires ongoing maintenance 16:02 Testing before go-live (UAT, anomalies, adversarial tests) 17:07 Avoiding AI failures at scale 18:51 Data challenges: production vs test data 20:39 Why change management is critical 23:14 Who owns the outcome in AI-driven processes? 26:02 Managing hallucinations in AI systems 30:35 Build vs Buy: why 95% of companies should not build 33:46 Why in-house AI projects fail 35:22 Choosing the right AI model (OpenAI, Gemini, Anthropic) 40:12 Designing flexible, model-agnostic systems 43:57 Cloud vs on-prem AI infrastructure 47:08 Contracts, liability, and data responsibility 50:43 Advice for individuals learning AI 52:37 Advice for companies implementing AI 55:36 Advice for policymakers and governments 58:30 The future of AI systems and control 01:00:28 Outro – Staying human while building the future

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45 episodes

episode S2E27 | AI Agents, Robots & the Human Gap with James Garner artwork

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