EXPOSED
A large share of the planner's week is document and screen work AI already handles competently: drafting staff reports, summarizing zoning code, running GIS overlays, compiling census and land-use data, and writing comprehensive plan chapters. What does not automate is standing in front of an angry planning commission, brokering between a developer, a neighborhood association, and an elected board, and owning a recommendation that reshapes property values. Only New Jersey licenses professional planners; AICP is a respected credential but rarely a legal gate, so the liability shield is thin.
Mixed — a routine tier and a judgment tier. At 9 the split is roughly even: buffer analyses, land-use inventories, traffic-count tabulation, variance staff reports and CEQA/NEPA boilerplate sections are all templated enough for a model to draft, while the negotiated site-plan redesign, the 7pm hearing, and the walk-the-parcel field check keep it out of the automatable band.
Some physical or field component. A 7 reflects real but scheduled fieldwork — site visits to verify setbacks and existing conditions, windshield surveys, neighborhood walk audits, corridor studies — done in shoes and a car rather than from a desk, but with no tools, no permit inspections you personally sign off on, and most of the week back in the office on GIS and Word.
Certification preferred, not legally required. A 5 rather than a 0 credits AICP, which many jurisdictions write into job descriptions and which carries a code of ethics, plus New Jersey's PP licence; but a comprehensive plan is adopted by a council and a zoning determination is defended by the municipal attorney, so no planner's personal certification is the thing that makes the document legally operative.
Some relationship component. A 10 captures that the same planner is the known face across a two-year rezoning — the developer's attorney calls you directly, the neighborhood association remembers what you said in 2022 — but you are institutionally interchangeable: applicants come because the parcel is in your jurisdiction, not because they chose you, and a reassignment to another planner slows a case without killing it.
Exists to be accountable for ambiguous calls. At 14 the defining calls are genuinely contestable and consequential: whether a use is "substantially similar" under the code, whether a project's traffic or affordability impacts justify a denial recommendation, where to draw a density boundary — decisions that move property values and land in court on the administrative record you wrote.
Has AI actually changed your work?