FB knows me and what I like and they have enough of data on my searches that they could customize a pretty relevant audio ad that, now with LLMs, can feel really relevant and natural, especially with audio gen being so good.
My point though is I wasn't sure if it was LLM generated or not and that's stuck with me. Random ChatGPT copy-pasta is easy for me to pick out – most people do not write that well. But a sophisticated application of this tech probably approaches the it-could-go-either-way territory.