One of the biggest differences between how I do programmatic SEO and the examples I see is attention to detail. I spend days extracting, cleaning, and enriching data sources and figuring out how to display it. I can't abide stuff like text being formatted as Llc instead of LLC and every piece of data has to be shown in the most user-focused way possible. AI does all of the work but I am very meticulous in content, design, data, and structure. My focus is alway "how can I make this page as valuable, intuitive and easy to use as possible". I use keyword research to help inform the content but I don't build pages with Google or AI search in mind - it's always about the people who are using it. (Especially important since many of my users are not young or technical at all!)