In this inaugural episode of DAD AI: Pod to Prod, hosts Shylo and Kyle dive deep into why so many enterprise AI projects fail, and what it actually takes to build production-ready AI systems that work in the real world.

They explore the pitfalls of "vibe coding," the dangers of pilot paralysis, and why security, team alignment, and proper engineering are non-negotiable for enterprise AI success. The hosts share insights from their work with institutions like CERN, the Max Planck Institute, and the Swiss Army, and introduce their solution: Dad BOD, an internally-built system designed for real-world enterprise use.

Whether you're a startup founder, enterprise decision-maker, or AI enthusiast, this episode offers practical advice on navigating the AI landscape responsibly and finding teams that can actually deliver.

Timestamped Show Notes:

00:00 - Introduction

• Welcome to the Dream Aim Deliver AI podcast
• Today's topic: Building enterprise AI that doesn't collapse
• Why most AI projects fail (spoiler: it's not the model)

00:53 - The Problem with Vibe Coding

• Why demos aren't production systems
• The dangers of "vibe coding" with AI tools like Lovable
• The Babe Ruth analogy: high risk, occasional home runs
• Companies are starting to demand real engineers

04:53 - Pilot Paralysis and Security Concerns

• What happens when proof-of-concepts hit real-world requirements
• Security vulnerabilities in AI-generated code
• Why checks and balances matter for LLMs
• The "Denny's full stack engineer" vs. the real deal

07:06 - Team Alignment and Communication

• Why misaligned teams derail AI projects
• The importance of sprint experience and proper workflows
• Shadow tools and integration nightmares
• "If you can't measure the pain, you can't prove the win"
• Overpromising vs. solving one piece of the puzzle

12:54 - The Dad AI Solution

• Introducing Dad BOD: an internal system built for enterprise
• Working with CERN and handling billions of data points
• Clean code architecture with expert full stack developers
• Built for internal use, not public consumption

14:33 - Code Ownership and Upgradeability

• Why companies want to own their code
• The hidden costs of vibe-coded solutions
• Real client stories: thousands spent on solutions that broke immediately
• Version control nightmares and audit log importance

17:39 - Working with Serious Institutions

• Collaborating with Max Planck Institute and Swiss Army
• Meeting rigorous standards and exceeding expectations
• How procurement processes are evolving to catch bad actors
• The importance of having real engineers on your team

19:29 - Advice for Startups and Customers

• Know your limits: the Dunning-Kruger effect in AI
• Due diligence for customers: look beyond flashy websites
• Why the loudest voices aren't always the best

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Work with us: Enterprise AI advisory + production builds — contact us below.

Contact: kyle@dreamaimdeliver.com | shylo@dreamaimdeliver.com

Resources & links: n8n, Loveable

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Disclaimer: This episode is for informational purposes only and does not constitute legal, financial, or security advice.