The 30-Minute Bias Audit You Can Run Today

You don’t need a PhD in fairness metrics or a six-month project to find out if your AI is discriminating. You need 30 minutes, this template, and the courage to look.

Most companies discover algorithmic bias the hard way: a viral tweet, a lawsuit, a regulatory investigation. By then, the damage is done.

Here’s what almost no one tells you: you can catch bias before it becomes a crisis. You don’t need expensive consultants, specialized tools, or months of analysis.

You need a systematic process that you can run this aft…