A mixed‑methods evaluation (heuristic inspection, SUS questionnaire, and a 30‑minute think‑aloud session with 12 city planners) demonstrated a , a statistically significant increase (p < 0.01) in insight generation speed compared with the legacy static reports, and strong support for equity‑focused decision‑making.