Google stood on stage and said the strategy for winning in AI search comes down to three things: be unique, be helpful, and be agent-ready. No secret schema, no chunking trick, no file you upload that makes LLMs fall in love with your site. Just three plain words. This should worry every AEO tool or consultant currently charging five figures a month for a checklist. Almost every tactic built around gaming AI answers has a shelf life measured in months rather than years, because the moment enough people exploit it, Google quietly patches it out from underneath them. Structured data formatting tricks, forum mention farming, answer-box keyword stuffing, all of it eventually gets discovered and neutralized. This also exposes something funnier: the entire category of tools that will happily tell you your brand's visibility score across ChatGPT, DeepSeek, Claude, Perplexity, and AI Overviews, charted weekly, color-coded, and exportable to a deck for your CMO. They'll tell you exactly where you rank. They will not tell you why, and they definitely won't tell you what to do about it, because the honest answer is "write something only you could have written," and that doesn't fit in a dashboard widget. You can watch your score go from 34 to 31 for a month straight, and the tool will never once suggest the actual fix because it isn't a feature they can ship. Agent-led spam doesn't count if it doesn't move the needle. The three pillars Google named don't have that expiration problem. Unique can't be automated away at scale, no matter how good the generation tools get. Helpful can't be faked for long once readers and ranking systems both start noticing the pattern. The smartest move right now isn't chasing whatever new AEO trend is circulating on LinkedIn this particular week, and it definitely isn't refreshing a tracking dashboard hoping the number moves on its own. Go back to the unglamorous work that never had a clever name to begin with: User empathy and marketing.