When city and regional planning aides ask us what AI actually changes, the first question we put back is the same one every time: which part of your week, if it disappeared, would change how you feel on a Friday? We start from that answer.
AI by role · New Zealand & Australia
Built for the parts of the city and regional planning aides job that eat a Tuesday.
By the numbers
0.12% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026). For context, Australia's overall AI usage sits at 4.11× its expected level and Canada at 4.37× (with Singapore leading at 5.53×) — adoption is already well ahead of the curve, so the edge goes to whoever turns it into a concrete workflow first.
City and Regional Planning Aides sits within Science & Research, one of the sectors we build production AI for.
Without Kiwi Dynamics
With Kiwi Dynamics
Where AI helps
What changes for city and regional planning aides week to week.
- Summarise literature with citations.
- Clean and explore datasets.
- Draft methods and reports.
- Answer questions over your documents.
How we build AI for city and regional planning aides.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your team, so value lands before the build is finished. The durable wins augment a person rather than replace them — a human approves anything that matters.
Talk to usThe outcome for City and Regional Planning Aides
The shape of the result for City and Regional Planning Aides: 0.12% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Built on Summarise literature with citations, hardened with the rest of the stack as it scales.
Not your typical AI agency.
Honest about what AI can and cannot do
Ships the one workflow that pays for itself
Hours given back, never the size of the invoice
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
Questions
FAQ
What's a typical engagement length for City and Regional Planning Aides?
Six to twelve weeks for the build, then a short managed-services month while the system goes from "shipped" to "owned by your team". After that you keep us on retainer if you want, or take it from there yourself.
Do you do hourly billing or fixed price?
Fixed price for the pilot, every time. After that it's your call – fixed price per milestone or a small monthly retainer for ongoing iteration. We don't run open-ended T&M because it disincentivises us from finishing.
Has this actually shipped for a real city and regional planning aides team?
Yes. 0.12% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) We'll share comparable engagements on the call.
Can you work with our existing systems?
Yes. The default AI stack we reach for is Summarise literature with citations, Clean and explore datasets, Draft methods and reports, Answer questions over your documents, but we'll bend it around whatever you already run – Xero, HubSpot, Shopify, Cin7, your own in-house apps. The discovery week maps every data source before any build starts.
Worth a conversation?
Even if you don't end up working with us, you'll leave the call knowing what's worth building.
Get in touch
Talk to us about this
Tell us what you're trying to do and we'll reply with how we'd build it — no obligation.