AI in Planning
AI in Planning
Artificial intelligence (AI) is changing quickly, and its implications for planning practice are still taking shape. Some planners are already experimenting with these tools; others are approaching them with caution, and for good reason. This hub does not take a position on whether AI should be adopted. It exists to help planners understand what AI is, how it is being used and discussed within the profession, and what it may mean for their work and their communities.
The resources here reflect the full range of that conversation: foundational research from APA, documented ethical considerations and risks, real-world examples of AI in planning practice, the infrastructural and community impacts of AI, emerging trends worth watching, and opportunities for continued professional development.
Where would you like to start?
This page is organized so you can go straight to what's useful for you right now.
AI Ethics, Governance and Risks
AI Infrastructure and Community Impacts
Learning Opportunities and Upskilling
Latest AI News
Upcoming Webinar: Entry Level Planning Jobs in the era of aI
Artificial intelligence is reshaping entry-level work; what does that actually look like for planners and the future of the profession? Join APA for two panel discussions, first with entry-level planners themselves, then with employers and educators of those just starting their careers. These discussions, led by the APA Career Center and APA Foresight program, will explore how entry-level planning jobs are changing and what can be done today to be better prepared for the future.
CM | 1.0
Employers and Educators Panel | October 28th, 2026
AI Foundations
An introduction to artificial intelligence and its relevance to planning practice, grounded in APA's research on the subject. This section provides essential background — what AI is, how it is being discussed within the profession, and why planners should understand it — before turning to specific applications or concerns.
What AI actually is, for planners:
- Artificial Intelligence (PAS QuickNotes, 2020)
- Artificial Intelligence and Planning (Knowledgebase Collection)
- Agentic Artificial Intelligence (PAS QuickNotes, 2026)
APA foundational recourses overview:
Why now?
- AI in Planning: Why Now Is the Time (Planning Magazine, 2022)
- Multinational Survey: Planners' Use of New Technology (2024)
AI Ethics, Governance and Risks
An examination of the ethical and professional considerations raised by AI in planning practice. This section addresses obligations under the AICP Code of Ethics, documented risks associated with AI use, and areas where professional consensus is still developing. It is intended to support informed judgment, not to advocate for or against adoption.
Professional ethics and standards:
Documented concerns:
- Your Online Public Engagement Is Under Attack from AI (Planning Magazine, 2026)
- Ethics of AI-Enhanced Planning (JAPA, APA Blog, 2025)
- When Bots Call the Shots (Planning Magazine, 2025)
- Planning Through the Black Mirror (APA Blog, 2025)
Judgment and process:
- AI and Knowledge Work: Critical Thinking (APA Blog, 2026)
- Which Jobs Will Actually Stabilize Over the Next 10 Years?
- Planning Education, Uncertainty, and the Rapid Evolution of AI (Podcast with Tom Sanchez)
- AI Changed Our Company, But Not Our Expertise (Planning Magazine, 2026)
AI in Planning Practice
An overview of how AI is currently being applied across planning functions, including zoning, public engagement, spatial analysis, and municipal operations. This section draws on documented examples and practical application of the technology. Given how quickly this technology is evolving, we set out to map real-world use cases of AI applications in planning — both across the country and internationally — to better understand emerging patterns: which planning areas are adopting AI, and what that means for the planning function at the local and state levels.
Zoning and code drafting
Public engagement and participation
Analytical tools
Operations and efficiency
- The Powerful Tool Behind Your AI Buying Decisions (Planning Mag, 2026)
- The Digital Accessibility Time Bomb (Blog)
Transportation and traffic management
Emerging/frontier tools
AI Infrastructure and Community Impacts
An examination of the physical and infrastructural dimensions of AI, including data centers, land use, and resource demands. This section situates AI within planning's existing regulatory framework, addressing zoning, permitting, and community concerns related to energy and water use.
Data centers Knowledgebase collection
Zoning and land use
- Zoning for Data Centers and Cryptocurrency Mining (2022, Zoning Practice)
- Managing AI Build-Out in a Winner-Take-Most World (2025, Blog)
- The Physical Footprint of Artificial Intelligence (2025, Zoning Practice)
Resource impacts (energy, water, community friction)
- AI's Growing Environmental Costs (Trend Universe)
- Is Using Green Energy to Power Data Centers a Solution to Community Concerns?
- AI Data Center Pushback (Trend Universe)
- Data Center Waste Heat Recovery (PAS QuickNotes)
Broader infrastructure reframing
Learning Opportunities and Upskilling
A collection of educational opportunities, including courses, conference sessions, and recorded discussions, for planners seeking deeper engagement with these topics. This section supports continued professional development on AI as it relates to planning practice.
AI and Entry-level jobs
- The Career Catalyst Series Entry-Level Planning Jobs in the Era of AI
- Human Experience, AI Tools: Navigating the Modern Job Search (Career Catalyst Webinar)
AI Literacy for Planners
- Stay tuned for upcoming training and webinars!
Governance and public-sector adoption
- AI Governance (Trend Universe)
- Public-Sector AI Use (Trend Universe)
- AI and Decision-Makers (Trend Universe)
Workforce and economic effects
- AI Impact on Jobs (Trend Universe)
- Which Jobs Will Actually Stabilize in the Next 10 Years (2026, Planning Magazine)
- When Bots Call the Shots (2025, Planning Magazine)
Information integrity and rights
- AI-Generated Misinformation (Trend Universe)
- Human Authentication and Data Protection (Trend Universe)
- Copyright Claims Against AI (Trend Universe)
- Human Rights in the Digital World (Trend Universe)