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The Pattern Behind Every Billion-Dollar AI Failure
What AI actually is — and the recurring failure mode that turns billion-dollar projects into write-offs: leaders treating it like magic instead of software.
The Promise
- AI is genuinely transforming work that involves pattern recognition at scale
- Modern AI systems can read, write, summarize, and reason in ways that were science fiction five years ago
The Risk
- The word 'AI' covers wildly different technologies that behave differently
- Marketing language has detached from what these systems actually do
- Buying decisions are being made on vibes rather than capabilities
What you’ll learn
The first job of any honest AI conversation is defining the term. We walk through the difference between traditional software, machine learning, and generative AI — and what each is actually good at.
By the end of this episode you’ll have a working definition you can use to cut through marketing copy.