Ways to make an AI model’s decisions easier for people to understand.
XAI is AI showing its work, like a kid in math class. No “trust me, I got 42” nonsense.
You meet it in hospitals. You meet it in banks. It helps review teams ask why the model decided that.
Reasoning Transparency
XAI asks if the model’s reasoning can be seen and explained.
Model uncertainty
Model uncertainty is the warning light XAI should show.
AI-bias
XAI can help people see where bias came from.
AI Governance
XAI lets regulators and auditors check more than the final result.