statistics – Logistic Regression Vs Chi Square for categorical input and binary categorical output

I am trying to predict a binary outcome (Yes/No) based on 1 variable with 7 mutually exclusive variables. Would this be a linear model or a chi-square test of some sort?

Accident: Yes/No
Car Brand: Honda, Toyota, Ford,….

How would I set up this inquiry