City Planning Labs; a program under the World Bank’s Urban; Resilience; and Land Global Practice; aims to help cities improve how they plan; prioritize; and finance infrastructure investments. Its core methodology; Capital High Impact Prioritization (CHIP); provides an integrated; spatially driven approach to address common weaknesses in city-level investment systems and promote inclusive; resilient; and fiscally responsible urban development.CHIP uses a process-oriented digital platform that integrates geospatial data to simulate coordinated and efficient municipal spending. This spatial intelligence allows cities to visualize urban conditions; identify priority areas; and optimize budget allocations. The platform also embeds participatory; multisectoral decision-making by using interactive maps as a common language; helping stakeholders build consensus around investment priorities.A structured; time-bound; and location-based framework organizes projects across short-; medium-; and long-term cycles. Scenario modeling supports phased portfolios aligned with fiscal and political constraints. CHIP’s evidence-based scoring system links spatial relevance with economic and social impact; improving communication with development partners and helping cities demonstrate de-risked; investable project pipelines. By systematically collecting and evaluating opportunities; the platform enhances visibility for blended and private capital.Building on Indonesia’s Capital Investment Planning framework; CHIP will offer an automated; scalable; open-source tool to support iterative; context-sensitive municipal investment decisions. Deliverables are advisory analyses for internal World Bank use.