AI search optimization, often called GEO or Generative Engine Optimization, is about getting your content cited or mentioned directly inside AI tools like ChatGPT, Perplexity, and Google AI Overviews. It works alongside traditional SEO, not in place of it. But it rewards different things. It favors clear, self-contained answers instead of keyword-stuffed pages, and it favors being trusted by other sources rather than just ranking high. Why does AI search optimization matter now? More people are asking questions directly inside AI tools instead of clicking through to search results. A growing share of Google searches now end without a single click, which means a brand can win or lose someone's attention before that person ever reaches a website. If your content only chases blue links, you're already missing a real part of the audience, the ones getting their answers elsewhere. This isn't a replacement for regular SEO. It's an extra layer on top of it, and the two wor...

  Short answer: You don't need a marketing degree to move from science into SEO. You need the habit science already gave you. Test something, look honestly at what happened, fix what's wrong, and test again. SEO also starts with research, not writing. You have to understand what someone is actually searching for and why before you write anything. That's not so different from understanding a problem before running an experiment on it. Once you know that, the loop is familiar. Write it, check what the data says, change what didn't work, and test again. I made this switch with a BSc in Chemistry, no bootcamp and no second degree. Just the same habit, pointed at a different subject. Why did I leave chemistry for SEO? I've always been interested in tech and in how things work. I like figuring out what drives something, what is happening underneath the surface that makes a result come out the way it does. In the lab, that meant asking why a sample's peroxide value ...