Most of what’s sold as “contextual” today still runs on the same keyword logic we used a decade ago. The industry didn’t reinvent contextual targeting; it simply replaced one keyword with a cluster.

Large language models (LLMs) like OpenAI’s GPT-4 are powerful, paradigm-shifting tools that promise to upend industries. But they suffer from limitations that make them less attractive to enterprise ...