As AI systems make decisions that affect billions—credit scores, hiring, healthcare—bias isn’t just a bug, it’s a risk to society. Startups are now embedding fairness into AI pipelines by cleaning training data, applying ethical audits, and ensuring transparency at every stage. Responsible AI isn’t just good practice—it’s the future of trust in tech.