Coach note

AI-ready questions test whether you can reason about LLMs and AI systems as engineering material — limits, costs, evaluation, failure modes — not just hype.

Create an account or sign in to see model answers and concept guides — and to track the questions you’ve practiced.

AI-ready · Governance Risk

A fairness audit shows your AI underwriting model is using a variable that correlates strongly with a protected class, even though the variable itself seems neutral, like credit-based insurance score or zip code. How do you decide whether it stays in the model?

0of ~160 wordsAbout a minute spoken

Type your answer

Voice isn’t supported in this browser — type your answer in the box.

Create a free account to get more critiques.

Your answer

Your answer appears here as you speak.

A fairness audit shows your AI underwriting model is using a variable that correlates strongly with a protected class, even though the variable itself seems neutral, like credit-based insurance score or zip code. How do you decide whether it stays in the model?

Practice more