Security rules barred LLMs from their data warehouse. A vault encrypted credentials on the fly; 5,000 now query petabytes in plain English.

Each team had its own pipeline; analysts burned their days reconciling workbooks. Now anyone types a question and gets one trusted answer.

Sentiment analysis had sat in the queue for 12 months. A 2-person IT team built it as a training project — teams now explore it themselves.

The math was solid; only data scientists could read it. An AI agent now translates site predictions into plain language answers instantly.

Agents were evaluated on 4 calls a month. AI Scorecards now cover most conversations—QA became a coaching tool, not a compliance checkbox.

Answering 'mediums or hards?' once meant pulling an engineer for minutes. Now the whole field's tire feedback surfaces in a chat query.