Founders Future

Why Documentation Comes Before AI with Andy O’Neill


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In this episode of Founders Future, with host Zach Young, we’re joined by Andy O’Neill, a systems-minded founder who believes most AI problems are actually documentation problems in disguise. Andy shares his unconventional path from education and nonprofit work into automation and AI, explaining how years spent deep in the weeds of systems thinking shaped his hands-on, human-first approach to building technology.

The conversation dives into Andy’s unique co-building methodology, where clients learn by doing as he helps them transform scattered SOPs, tribal knowledge, and messy workflows into structured systems AI tools can truly understand. Andy also reflects on the rise of AI co-pilots, the danger of chasing shiny tools, the value of focused systems, and why his long-term goal isn’t just building better technology—but equipping founders to confidently run businesses that no longer rely on constant firefighting.

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