AI can generate code, queries, and dashboards but it still doesn’t understand your data. Without context, lineage, ownership, and business meaning, AI systems remain disconnected from the reality of your enterprise data. more

At the Birds-of-a-Feather (BOF) session held at Fifthel Winter on 4 Dec, we dug into a deceptively simple question: How do we actually give data meaning -- especially now that more analytics is flowing through natural language and AI tools? more

Describe your session in 2 paragraphs Everyone has seen how AI transformed software engineering. Tools like Claude Code and Codex work because code comes with rich context—source control, dependency graphs, reviews, tests, and execution history. Enterprise data, however, lacks an equivalent foundation. AI agents are expected to answer questions, generate SQL, understand business metrics, and auto… more