I've spent about a decade building data and AI systems for big companies in healthcare, pharma, life sciences, and finance.
Inside those companies, AI quietly saves teams hours every week. Outside them, most people I know got hype, demos, and prompts that fall apart on the first try.
The turning point was small. Someone close to me asked how to actually use AI for their business. They'd watched hours of videos and had nothing that worked. One workflow and twenty minutes later, a chore that ate their Monday mornings was gone.
The gap wasn't the tools. Nobody was showing the real steps.
So that's what I do now. The exact prompt, the real screen, and what to do when the output is wrong.