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Why AI Fails: The Hidden "Data Gap" Killing ROI | Samir Ghoudrani, AI Director
Why AI Fails: The Hidden "Data Gap" Killing ROI | Samir Ghoudrani, AI Director
Episode Description:
72% of Australian enterprises aren’t seeing measurable ROI from their AI spend. On average, companies are burning $28M in CapEx, yet most projects never deliver shareholder value.
In this episode, Samir Ghoudrani (Data Scientist & AI Director) joins us to expose the "Invisible Layer" costing boards millions: the gap between your raw data and your AI models.
If you treat AI like a magic box rather than a reasoning engine, your budget will deliver zero ROI. Samir breaks down the 4-person team structure required to make AI work and how to use AI to fix your data problems—before you try to fix your business.
Key Takeaways:
The $28M Reality Check: Why 72% of Australian enterprises are seeing zero return on their AI investment.
The Data Paradox: Why you have "too much information" but "not enough wisdom"—and how to bridge the gap.
The Mandatory "AI Squad": The specific 4-person team structure required for success (most orgs are missing at least two of these roles).
AI as a Janitor: How to use AI to clean and structure its own data, fixing the bottleneck that stalls 90% of projects.
Knowledge Transfer at Speed: Case study: How one org captured a 20-year employee’s knowledge in 6 weeks instead of 6 months.
Timestamps:
[00:00] The CapEx Crisis: Why $28M investments are returning $0.
[03:15] The "Invisible Layer": The data gap executives don't see.
[08:40] Team Structure: Who you actually need to hire (it's not just data scientists).
[14:20] The Reasoning Engine: Shifting your strategy from "Database" to "Logic."
[22:10] Framework: Samir’s 5-step path from awareness to implementation.
[31:00] Board Strategy: The one question you must ask vendors to expose vaporware.
Links:
Connect with Samir Ghoudrani on LinkedIn: https://www.linkedin.com/in/samir-ghoudrani/
Download the free AI Adoption Scorecard: HERE
SUBSCRIBE TO APPLIED AI AUSTRALIA
The #1 source for Applied AI strategy for the Australian C-Suite. Frameworks you can apply in 48 hours.
📧 Newsletter (Applied AI Australia): https://appliedaiaustralia.substack.com/about
Got questions? Need advisory? Reach out: [email protected]
ABOUT APPLIED AI AUSTRALIA
Applied AI Australia helps senior leaders cut through the noise and deliver practical outcomes: growth, margins, and time. We translate AI into executive action every Monday and Friday.
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By Ramon RodriguezWhy AI Fails: The Hidden "Data Gap" Killing ROI | Samir Ghoudrani, AI Director
Episode Description:
72% of Australian enterprises aren’t seeing measurable ROI from their AI spend. On average, companies are burning $28M in CapEx, yet most projects never deliver shareholder value.
In this episode, Samir Ghoudrani (Data Scientist & AI Director) joins us to expose the "Invisible Layer" costing boards millions: the gap between your raw data and your AI models.
If you treat AI like a magic box rather than a reasoning engine, your budget will deliver zero ROI. Samir breaks down the 4-person team structure required to make AI work and how to use AI to fix your data problems—before you try to fix your business.
Key Takeaways:
The $28M Reality Check: Why 72% of Australian enterprises are seeing zero return on their AI investment.
The Data Paradox: Why you have "too much information" but "not enough wisdom"—and how to bridge the gap.
The Mandatory "AI Squad": The specific 4-person team structure required for success (most orgs are missing at least two of these roles).
AI as a Janitor: How to use AI to clean and structure its own data, fixing the bottleneck that stalls 90% of projects.
Knowledge Transfer at Speed: Case study: How one org captured a 20-year employee’s knowledge in 6 weeks instead of 6 months.
Timestamps:
[00:00] The CapEx Crisis: Why $28M investments are returning $0.
[03:15] The "Invisible Layer": The data gap executives don't see.
[08:40] Team Structure: Who you actually need to hire (it's not just data scientists).
[14:20] The Reasoning Engine: Shifting your strategy from "Database" to "Logic."
[22:10] Framework: Samir’s 5-step path from awareness to implementation.
[31:00] Board Strategy: The one question you must ask vendors to expose vaporware.
Links:
Connect with Samir Ghoudrani on LinkedIn: https://www.linkedin.com/in/samir-ghoudrani/
Download the free AI Adoption Scorecard: HERE
SUBSCRIBE TO APPLIED AI AUSTRALIA
The #1 source for Applied AI strategy for the Australian C-Suite. Frameworks you can apply in 48 hours.
📧 Newsletter (Applied AI Australia): https://appliedaiaustralia.substack.com/about
Got questions? Need advisory? Reach out: [email protected]
ABOUT APPLIED AI AUSTRALIA
Applied AI Australia helps senior leaders cut through the noise and deliver practical outcomes: growth, margins, and time. We translate AI into executive action every Monday and Friday.