Data Quality
You sign up for a data quality tool. You land on an empty dashboard. There's a button that says "Add Connection." You click it, paste your credentials, wait for discovery to finish, and then... nothing obvious to do next. You poke around. Maybe you find a
ai
Most "AI-powered" data quality tools just add a chat interface to a metadata catalog. That's tactical AI. Strategic AI doesn't wait for your questions. It investigates root causes, recognizes patterns across incidents, and tells you what to fix before anyone notices something is broken.
Data Quality
Every data quality vendor checks the same feature boxes. What actually separates good tools from mediocre ones is time to value, noise control, pricing transparency, and workflow integration. Here's what to evaluate and the questions to ask before you buy.