Скачать или смотреть Why 95% of AI Projects Are Failing: The Data Quality Crisis | Yousuf Khan | Ctrl Alt Podcast

Yousuf Khan (General Partner, Ridge Ventures) on Ctrl Alt Podcast with Vida Patil.

Why 95% of Enterprise AI Projects Fail: The data quality crisis that no one is solving. Three years after ChatGPT, enterprises are drowning in AI-generated garbage data, and the "garbage in, garbage out" principle is killing adoption at scale.
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Full episode: Ctrl Alt Podcast with Vida Patil
➡️    • 5-Time CIO: Why 95% Of AI Projects Are Fai...  

Key Strategic Insights:

✅ The 95% Failure Rate: Harvard and MIT reports show that 95% of generative AI pilots are failing inside companies. Yousuf dug into why and found multiple foundational issues, with data quality at the core.
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✅ The Post-ChatGPT Data Explosion: Pre-ChatGPT, creating a document meant opening Google Doc and typing. Now, you prompt ChatGPT to "create a 50-page document about Ridge Ventures and Yousuf Khan" and it generates it in 5 minutes. That document gets shared, versioned, left behind when people quit, and stays in your enterprise systems forever.

✅ Old Crap in Knowledge Bases: Internal systems like Confluence are filled with outdated, incorrect, and redundant data. When you feed this into AI projects, you get unreliable outputs.

✅ The Marie Kondo of Enterprise Data: Yousuf's mission is to clean up enterprise data using AI. His company focuses on improving the quality of unstructured data going into AI projects.

✅ Five Reasons AI Projects Fail: Data quality, change management, infrastructure limitations, cost overruns, and fear of AI going completely haywire.

✅ Structured vs Unstructured: Many companies are solving data quality for structured data. Yousuf is tackling the much larger problem of unstructured data, which is accelerating at an unprecedented pace.
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00:00 The 95% AI Failure Report
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00:13 Why AI Projects Fail After 3 Years
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00:45 The Data Quality Problem
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01:30 Post-ChatGPT Data Explosion
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02:20 Marie Kondo of Enterprise Data
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02:40 Five Failure Modes
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Yousuf Khan: General Partner at Ridge Ventures, enterprise AI infrastructure expert, and former venture partner focused on AI adoption challenges.

For Silicon Valley CTOs, enterprise AI leaders, data infrastructure teams, and founders building in the AI tooling space.
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