World Model · podcast knowledge graph

Why Most AI Investments Fail — Architecture, Not Tools

2026-07-06 · 13 min · 13 entities

Asserted relationships

  • evidence rules-v5
    Link in episode "Why Most AI Investments Fail — Architecture, Not Tools": https://amazon.com/FUTURE-PROOF-YOUR-BUSINESS-Strategic-Framework-ebook/dp/B0H8MKQTKC
  • → hosted by Arunansu Pattanayak person
    0.55
    evidence rules-v5
    Feed author/publisher: Arunansu Pattanayak
  • → discusses Business company
    0.40
    evidence rules-v5
    Feed category: Business
  • → discusses Technology company
    0.40
    evidence rules-v5
    Feed category: Technology
  • → discusses Entrepreneurship website
    0.40
    evidence rules-v5
    Feed category: Entrepreneurship
  • → discusses Investing concept
    0.40
    evidence rules-v5
    Feed category: Investing

Entities found in this episode

companys 4

  • mentioned Business company
    0.50
    evidence rules-v5
    Feed category: Business
  • mentioned Technology company
    0.50
    evidence rules-v5
    Feed category: Technology
  • discusses Business company
    0.40
    evidence rules-v5
    Feed category: Business
  • discusses Technology company
    0.40
    evidence rules-v5
    Feed category: Technology

concepts 3

  • mentioned Investing concept
    0.50
    evidence rules-v5
    Feed category: Investing
  • mentioned Architecture, Not Tools concept
    0.42
    evidence rules-v5
    Why Most AI Investments Fail — Architecture, Not Tools
  • discusses Investing concept
    0.40
    evidence rules-v5
    Feed category: Investing

books 2

persons 2

  • mentioned Arunansu Pattanayak person
    0.70
    evidence rules-v5
    Feed author/publisher: Arunansu Pattanayak
  • hosted by Arunansu Pattanayak person
    0.55
    evidence rules-v5
    Feed author/publisher: Arunansu Pattanayak

websites 2

  • mentioned Entrepreneurship website
    0.50
    evidence rules-v5
    Feed category: Entrepreneurship
  • discusses Entrepreneurship website
    0.40
    evidence rules-v5
    Feed category: Entrepreneurship
Episode description as stored
Send us Fan Mail Only 14% of CFOs report measurable ROI from their AI investments — yet 66% of business leaders expect significant AI impact within two years. Why is nearly everyone betting on AI while so few are seeing it work? In this debut episode of What Comes Next, former Microsoft Data & AI executive Arunansu (Arun) Pattanayak draws on 20+ years of building enterprise data and AI systems for organizations including EY, KPMG, Deloitte, Citibank, JPMorgan Chase, and Credit Suisse to answer that question — and the answer isn't "move faster." You'll learn: The three assumptions that quietly kill enterprise AI ROI — including why deploying AI is the easy part and building the data foundation is the hard part Why AI is a business architecture project, not a technology project — and what happens when it's handed entirely to IT Why AI alone creates no competitive advantage: AI is the engine, data is the fuel Intelligence Architecture: the deliberate decisions about how data is collected, governed, connected, and activated before a single model is deployed The Data Foundation Test: three questions every leader should ask before making any significant AI investment Why agentic AI raises the governance bar — and how scaling AI without governance scales risk, not intelligence One action to take this week to assess your organization's real AI readiness Whether you're a CEO, CIO, CDO, or founder planning your AI strategy, this episode gives you a working edge in the language of strategy, not speculation. Next episode: how to turn your organization's data from a cost center into a competitive product. Support the show  Arun's book, Future Proof Your Business: https://www.amazon.com/FUTURE-PROOF-YOUR-BUSINESS-Strategic-Framework-ebook/dp/B0H8MKQTKC