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AI Tools for Urban Planners
AI tools that help urban planners research land use policy, analyze demographic data, map community assets, find grant funding, and produce planning documents.
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Works in Chat, Cowork and Code
Portland, OR
R1 rezoning allows duplexes citywide — 400+ permits in yr 1
Minneapolis, MN
Triplexes allowed in all residential zones since 2020
Sacramento, CA
ADU + JADU by-right on all SF lots statewide (SB 9)
Arlington, VA
Missing middle in nodes — attached and detached up to 4 units
Common Obstacle
Parking minimums remain the #1 barrier to feasibility
Policy research and peer jurisdiction analysis
Research how peer cities and counties have handled housing affordability, climate resilience, economic development, or infrastructure challenges. Ground your planning recommendations in real-world precedents with cited sources.
Research how Pacific Northwest cities have implemented inclusionary housing requirements — affordability percentages, income levels targeted, and in-lieu fee structures. I need at least 4 examples.
Compiled 5 examples: Portland (20% affordable at 60% AMI for projects 20+ units, in-lieu fee option at $43/sq ft). Seattle (varied by zone, 5–11% affordable + MHA fee option). Bellevue (10% at 80% AMI for market-rate projects). Eugene (no mandatory inclusionary due to state limits, relies on density bonuses). Tacoma (voluntary density bonus program — no mandatory requirement). Key pattern: state enabling law varies significantly across Pacific Northwest.
ToolRouter research
CityRequirementAmi target
Portland, OR20% for projects 20+ units60% AMI
Seattle, WA5–11% by zone (MHA)60–80% AMI
Bellevue, WA10% for market-rate projects80% AMI
Eugene, ORNone (state limits apply)N/A
Tacoma, WAVoluntary density bonus onlyVaries
5 jurisdictions · state law is the key variable
Demographic and housing needs analysis
Pull census data on population growth projections, age distribution, income levels, and housing cost burden to build the factual foundation for housing element updates and general plan revisions.
Pull housing needs data for Sacramento County — overcrowding rates, cost-burdened renter share, housing units by bedroom count, and vacant units. I'm working on a housing element.
Sacramento County data (ACS 5-year): Overcrowded units (>1 person/room): 5.8% of renter households. Cost-burdened renters (30%+ income): 49.2%. Housing stock: 51% single-family, 32% apartments, 17% other. Vacant units: 6.1% (30,400 units). Owner vacancy: 0.9%; renter vacancy: 3.4% — indicating very tight market.
ToolRouter census_data
Cost-Burdened Renters
49.2% paying 30%+ of income on rent
Overcrowded Units
5.8% of renter households >1 person/room
Housing Mix
51% SF · 32% apartments · 17% other
Renter Vacancy Rate
3.4% — very tight market
Owner Vacancy Rate
0.9% — extremely low
Community assets and services mapping
Map existing community facilities, transit access, parks, and services to identify gaps in the built environment. Support equitable access analysis for underserved neighborhoods.
Map community assets within 1 mile of the proposed transit village at Fruitvale Station, Oakland — grocery stores, schools, parks, healthcare, and transit stops.
Found 38 facilities: 4 grocery stores (including a full-service market within 0.3 mi), 3 elementary schools, 2 parks (Peralta Community Garden + Cesar Chavez Park), 5 health clinics, and 12 bus lines + BART Fruitvale Station within 0.1 mi. No major gaps — well-served by community infrastructure.
ToolRouter search_places
1
Fruitvale BART Station
12 bus lines · 0.1 mi
2
Peralta Community Garden
4.8 ★ · 0.3 mi
3
Fruitvale Health Clinic
4.5 ★ · 0.2 mi
4
Cesar Chavez Elementary
7/10 · 0.5 mi
Environmental and sustainability research
Research climate vulnerability, air quality, green infrastructure, and environmental justice considerations for planning areas. Produce evidence-backed environmental chapters of general plans.
Research environmental justice and cumulative pollution burden tools that California planners should use when siting new residential development near industrial areas.
Key tools identified: CalEnviroScreen 4.0 — Census tract scores for pollution burden + population vulnerability (OEHHA). EJSM (Environmental Justice Screening Method) — used for CEQA. AB 617 community air monitoring data — neighborhood-level PM2.5. State law (SB 1000): General Plans must include environmental justice element by 2018 or upon next update. DTSC Envirostor — identifies hazardous material sites.
ToolRouter research
CalEnviroScreen 4.0
Census tract pollution burden + population vulnerability scores (OEHHA)
EJSM
Environmental Justice Screening Method — CEQA standard tool
AB 617 Air Monitoring
Neighborhood-level PM2.5 data for industrial-adjacent areas
SB 1000 Compliance
General Plans must include EJ element — required since 2018
DTSC Envirostor
Identifies hazmat sites and cleanup status near proposed development
Planning grant funding research
Identify federal and state grants that fund general plan updates, housing elements, specific plans, environmental reviews, and community engagement. Match your planning project to the right program.
Find grants specifically for housing element updates and general plan revisions in California. We're a city of 45,000 that last updated our general plan in 2010.
Found 5 sources: HCD PDA Planning Grant — up to $310K for housing-related general plan work, cities < 100K priority. REAP 2.0 — $600M statewide, applies through SCAG/MTC COG. SB 2 Planning Grant — $25K–$300K, open to all jurisdictions. CAL FIRE UFLMP — for climate/wildfire elements if applicable. Local Early Action Planning (LEAP) — first-come applications.
ToolRouter search_grants
ProgramAgencyMax award
HCD PDA Planning GrantHCD$310K
REAP 2.0State (via COG)Varies
SB 2 Planning GrantHCD$300K
LEAPHCD$25K–50K
5 grants found · 3 currently accepting applications
Public engagement materials and diagrams
Create process diagrams, project timelines, and visual aids for community workshops and planning commission hearings. Make the planning process accessible to non-technical participants.
Create a community engagement process diagram for a specific plan update — showing the phases from project kickoff through adoption, with decision points and public comment opportunities.
Generated a 7-phase process diagram: Project Kickoff → Existing Conditions Analysis → Community Vision Workshop → Draft Plan Preparation → Public Comment Period → Planning Commission Hearing → City Council Adoption. Decision diamonds at draft and commission phases. Public comment opportunities shown at 3 phases.
ToolRouter render_diagram
Phase 1
Project Kickoff + Existing Conditions
Phase 2
Community Vision Workshop (Public Comment)
Phase 3
Draft Plan Preparation
Phase 4
Public Comment Period — 30 days
Phase 5
Planning Commission Hearing
Phase 6
City Council Adoption
Ready-to-use prompts
Missing middle housing policy
Research 4 US cities that have adopted missing middle housing zoning reforms in the last 5 years — what types are allowed, what were the political obstacles, and what have been the early development outcomes?
Housing needs data
Pull ACS 5-year housing data for all census tracts in Phoenix, AZ: median gross rent, renter cost burden rate, vacancy rate, and housing units per square mile.
Community assets map
Find grocery stores, pharmacies, parks, libraries, and elementary schools within 1 mile of 200 N. Main Street, Tucson, AZ 85701.
Planning grants
Find open federal and state grants for brownfield redevelopment and green infrastructure planning for cities under 200,000 population. Show eligibility, award amounts, and deadlines.
General plan process diagram
Create a Gantt-style diagram showing a 3-year general plan update timeline with key phases: visioning, policy development, environmental review, and adoption.
Climate resilience research
Research how coastal cities are incorporating sea level rise projections into their general plans and zoning codes. What adaptation strategies are most widely adopted?
Income distribution chart
Create a histogram showing income distribution by quintile for a planning area with median household income of $62,000, for use in a housing element needs analysis.
Air quality check
Get current air quality data including PM2.5, ozone, and AQI for Los Angeles, CA. Compare to EPA NAAQS standards.
Tools to power your best work
Deep ResearchAI research reports with citations
Diagram GeneratorRender Mermaid, PlantUML & more
Air QualityAQI, pollen & health guidance
Economic DataCensus, FRED, and labor stats
Places SearchFind restaurants, shops & venues worldwide
Grants FinderFind grants, funding fits, and precedent
165+ tools.
One conversation.
Everything urban planners need from AI, connected to the assistant you already use. No extra apps, no switching tabs.
Housing element update research package
Compile all the demographic, policy, and funding data needed to begin a housing element update.
Community workshop preparation
Prepare data visualizations and process diagrams for a community visioning workshop.
Specific plan policy research
Research how other jurisdictions have handled the planning and zoning issues in a proposed specific plan area.
Frequently Asked Questions
Can these tools help with CEQA or NEPA environmental review?
Deep Research can compile regulatory requirements, case law, and peer agency approaches to CEQA/NEPA documentation. Air Quality provides baseline data for air quality sections. Places Search can document sensitive receptors. These tools support the research phase — the actual determination of significance and mitigation still requires a licensed professional.
How do I use these tools for a housing element update?
Economic Data pulls ACS housing needs statistics at the tract level — cost burden, overcrowding, vacancy — which are required for the needs analysis. Deep Research can survey comparable jurisdictions' programs and sites. Grants Finder identifies available funding. Together they compress weeks of background research into a structured data set.
Can Places Search generate the community assets analysis for an equity analysis?
Yes. You can specify a radius around any address and Places Search returns grocery stores, schools, parks, healthcare facilities, and transit stops in that area. This supports access-to-amenities analysis required for environmental justice and health equity elements. Results can be organized by category and distance.
What planning grants does Grants Finder cover?
Grants Finder searches Grants.gov and agency portals for HCD, HUD, EPA, DOT, and USDA programs relevant to planning. California-specific programs like REAP, LEAP, and SB 2 Planning Grants are included. Search by program type (housing, transportation, brownfield, climate) and eligibility (city size, region).
Can I create presentation-quality maps and diagrams with these tools?
Diagram Generator creates flowcharts, timelines, and process diagrams from text descriptions — useful for planning commission presentations and community workshops. Generate Chart creates data charts. For geographic maps with parcel-level or zoning data, these tools supplement but don't replace dedicated GIS software.
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Works in Chat, Cowork and Code