The next AI advantage isn’t a bigger model — it’s a better semantic layer

Every AI roadmap review I sit through this year eventually lands on the same question: which technology stack/model should we use? It’s the wrong first question to start with. Gartner projects that by 2027, organizations will deploy small, task-specific AI models at roughly three times the volume of general-purpose large language models .