Data-Quality

Most AI features ship without a defensible way to tell whether a change made them better. Here’s how to build an evaluation approach when ground truth doesn’t exist, and how to be honest about what it can’t tell you.

The incident looks like an application bug for the first hour. Why data failures propagate silently, why they cost more than outages, and what treating data quality as an availability concern changes.