Planning AI Watch is a weekly, vendor-neutral roundup of what public agencies around the world are doing about AI readiness and governance, selected for planners. SchillerTech Group sells no AI products and has no vendor relationships.

This week

Welcome to the first issue of Planning AI Watch. Each Monday I’ll share a short, independent roundup of what public agencies around the world are actually doing about AI readiness and governance, with a note on why it matters for planning departments.

Worth your time

Honolulu’s permit backlog grows despite AI processing tools

News | City | Honolulu, HI (Hawai’i Public Radio). The Department of Planning and Permitting reports faster reviews and fewer correction cycles since adopting AI-assisted review. But applications are up 34% while issued permits are up only 5%, and about 9,250 permits are still in the system. Residential applicants must now use the AI pre-check platform.

Why it matters: This is one of the clearest public accounts yet of an AI permitting tool improving review metrics without reducing the backlog. That gap is what councils and residents will ask about.

Are large language models ethical advisers on urban design for health?

Research | International | Japan (Japan Advanced Institute of Science and Technology). Researchers scored 180 ChatGPT responses to built-environment health questions. None recommended anything harmful, but only about 61% addressed community participation and 76% addressed transparent oversight. When budget constraints were added, those figures fell to 35% and 47%.

Why it matters: AI drafting tools tend to drop participation and accountability exactly when tradeoffs get hard, which is where professional judgment matters most.

New York City Council introduces a package of AI bills ahead of its October 5 hearing

Policy | City | New York, NY (NYC Council). About ten bills, including third-party validation and a human override requirement for city AI systems, 24-hour reporting of AI safety incidents by city contractors, an AI incident response plan, and whistleblower protections for city employees. All 51 members will take them up at a rare Committee of the Whole hearing on October 5. Separately, the Public Advocate’s report Artificially Inevitable calls for procurement reform, including vendor data portability and API standards.

Why it matters: Contractor incident reporting and procurement terms are rules that would reach any department, planning included, that buys or uses AI tools.

Centralia, Missouri, puts guardrails on city staff use of generative AI

Policy | City | Centralia, MO (ABC17 News). Staff need supervisor approval before using generative AI for city work, are responsible for checking its output, and may not enter confidential, personnel, utility customer or security information. The policy states that AI-created records remain subject to Missouri’s Sunshine Law and retention rules.

Why it matters: A simple, low-cost model a small jurisdiction could adopt, and a plain statement that AI output is a public record.

The AI Urban Exclusion Cycle: smart urbanism and inequality in the Global South

Research | International | Global South (Frontiers in Sustainable Cities). Argues that data gaps, uneven smart infrastructure and weak AI governance reinforce each other and can build existing spatial exclusion into AI systems.

Why it matters: A clear framing of the equity risk for any agency training or buying tools on incomplete local data, in any country.

Data centers: the land-use side of AI

AI demand for computing is showing up on planning agendas. Local and state responses this week fell into three patterns:

  • Pause, then write rules. Chicago’s mayor proposed a one-year moratorium while a task force drafts standards, and an alderman proposed zoning controls instead. Chatham-Kent, Ontario asked staff to scope a land-use study and an interim control bylaw.
  • Adopt standards. East Whiteland Township, Pennsylvania passed a 32-page ordinance on setbacks, noise, water and power, after a moratorium, but too late to cover a large facility already under construction.
  • State frameworks, for and against local control. Maryland’s governor created a state review process that includes the Department of Planning and a public project dashboard. In Montana, Yellowstone County is asking lawmakers to restore zoning authority it says the state’s Right to Compute Act took away.

Also noted

Planning AI Watch is published by SchillerTech Group, an independent advisory that helps planning departments decide whether and when to adopt AI, on their own terms. Seen something we should include? Write to tom@schillertech.com.