OpenAI has long pointed out in multiple safety and research reports that generative AI systems are vulnerable to data poisoning and prompt injection. At their core, these risks define the very challenge GEO (Generative Engine Optimization) now faces: How can a brand be correctly constructed and trusted within AI systems’ mechanisms of understanding, citation, and recommendation?
ximu has recently been officially accepted into the NVIDIA Inception Program. Beyond the initial excitement, however, a deeper question immediately came to mind: What does this actually mean—for us, and for brands more broadly? From a company development perspective, joining a global AI ecosystem program is certainly positive news. But I prefer to see it as a small window into understanding the AI era itself.
Adobe just spent $1.9B acquiring Semrush. On the surface, it looks like a classic MarTech expansion move. Look deeper, and it’s a defensive bet—one made out of fear of the new order. AI is hollowing out the value of traditional search, and semantic gateways are being redistributed.
