Why 95% of AI Projects Fail and What AI Readiness Actually Means

Most companies are spending real money on AI and getting nothing measurable back. The problem usually isn't the AI. It's the foundation underneath it.

This is a practitioner's view from 10 years of building digital infrastructure, recorded at Triad Dev Connect. No hype and no predictions you've already heard. Just what we're actually doing with AI at YohDev, what we keep watching fail in the field, and the bets we're making with our own business.

We get into why an estimated 95% of AI pilots never deliver a return, what the IBM Watson, Zillow, and Klarna failures all had in common, and the one idea that ties the whole talk together. AI amplifies what's already there. If your data, systems, and processes are clean, AI makes them faster. If they're fragmented and undocumented, AI makes the mess worse, faster.

If you've been pitched AI tools but haven't shipped anything that stuck, this one is for you.

▶ FREE AI READINESS ASSESSMENT
Score your organization across 5 dimensions in about 12 minutes. Data, Systems, Process, Governance, and Talent. You get a score and the top 3 things to fix first. No sales call required.
yohdev.com/ai-ready

— CHAPTERS —
00:00 Introduction & About udev
00:33 Building Digital Infrastructure That Scales
01:27 The Real State of AI Adoption
02:10 Why Most AI Projects Fail
03:08 Lessons from IBM, Zillow & Enterprise AI Failures
04:17 The Hidden Risk of Shadow AI
05:28 How We Actually Use AI at udev
07:10 What's Working (and Not Working) with AI
09:09 Bet #1: Stop Betting on One AI Model
11:21 Bet #2: Agents Are the Next Wave
12:34 Bet #3: Infrastructure Is the Real Opportunity
13:26 How We Prepared for AI Before the Hype
15:15 AI Amplifies What's Already There
16:07 Introducing the AI Readiness Assessment

— WHAT WE COVER —
AI readiness and what it actually means. How to run an AI readiness assessment. The AI readiness framework we use across data, systems, process, governance, and talent. Why legacy modernization is the real bottleneck for AI. Shadow AI risk. Agentic AI and where it changes the work. Model-agnostic architecture and building for a market where no single model wins.

— CONNECT —
LinkedIn: linkedin.com/in/ayohdev
Web: yohdev.com
Email: andrew@yohdev.com

Engineering-first. Creative by nature.

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