For MariaDB, LLMs are the new search engines to win over

MariaDB says it already has vector search for AI workloads, but it is struggling because LLM-based coding assistants and default framework choices are steering developers toward better-known databases instead. For CIOs and technology leaders, the strategic lesson is that database adoption in the AI era depends not just on technical capability but on whether a platform is visible in training data, documentation, and developer workflows—making ecosystem influence and AI-tool compatibility part of IT architecture decisions.