Red-team a relocation guide for steering
Lesson 6 of 6 · Market research & local intelligence
1 · Learn the move · Red-team audit
A relocation guide is a Fair Housing minefield: 'best neighborhoods for families,' 'safe areas,' 'good schools,' and 'up-and-coming' are steering language that can expose you to liability, because they signal who belongs where instead of describing the market. Red-teaming means making AI hunt for and strike every such line, explain the risk, and rewrite to objective, buyer-driven facts. The buyer picks the area - you supply commute times, price ranges, and the amenities they asked about, and nothing about who lives there.
Red-team my relocation guide for Fair Housing steering and rewrite the flagged lines.
2 · Your turn. You write the prompt
You drafted a relocation guide for an out-of-state buyer and want it audited before you send it. The draft contains these lines: 'Oakhurst is the best neighborhood for families.' 'Stick to the safe areas east of the river.' 'Great schools make this the right choice for you.' 'Midtown is up-and-coming - you'll like the crowd.' The buyer actually told you: budget $500k-$650k, needs a sub-30-minute commute to the medical center, wants a walkable area with a gym. Write a prompt that red-teams the draft for steering, quotes and STRIKES each violating line, explains the liability, and rewrites to objective buyer-driven facts - leaving the choice to the buyer.
Remember: the AI sees only your prompt, not this page. If the situation isn't in your prompt, it doesn't exist.
Optional. These shape the output when you run your prompt below, not your score.