Unhyped AI
Stuart Winter-TearWriting on AI implementation, organisational design and what happens when intelligent systems enter real work. By Stuart Winter-Tear, founder of Unhyped and author of UNHYPED.
| Platform |  | Pricing | Only free issues | Publishes | Twice weekly |
|---|---|---|---|---|---|
| Issues | 84 | Founded | a year ago | Last Issue | 10 days ago |
| Active | |||||
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unhypedai.substack.comLatest Issues
Same AI Technology. Different Results. Why?
A few months ago I wrote about a Stanford study that found something intriguing: organisations implementing the same AI technology for the same use cases were getting vastly different results. In one organisation, weeks. In another, years....
Building an AI Management Theory in Public
I’ve always admired people who seemed able to disappear for years and then emerge with a finished framework, a polished book or a complete theory. There’s something appealing about presenting the world with a fully formed answer. I’ve spent...
The Real Lesson in AI Implementation
We’re still putting the cart before the horse. We start with which tech, which model to use, which platform to buy and which vendor has the best capabilities. When projects struggle we assume the technology isn’t mature enough, it’s a probl...
The AI Operating Model Is Discovered, Not Designed
One assumption keeps appearing whenever I write about AI operating models. People imagine I’m describing another enterprise transformation programme. The organisation disappears into months of workshops, redesigns governance, redraws report...
The Operating Model Is the Real AI Harness
When generative AI first entered the enterprise, almost every conversation revolved around models. Which model was smartest? Which benchmark mattered? Which provider was winning? Capability was treated as though it lived inside the model it...
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Authors
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Clear thinking on AI architecture, agentic systems, and intelligent organisations. Sharp analysis, zero hype. AI as Capital Discipline. Written by Stuart Winter-Tear, founder of Unhyped and author of UNHYPED.
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