CivicLens
CivicLens uses Claude AI to make municipal budgets accessible. Citizens seamlessly explore spending tradeoffs in multiple languages, generating real-time sentiment heatmap data for city governments.
Core trick
Maps citizen budget-tradeoff choices to sentiment scores and aggregates them into a per-district heatmap for city staff.