Where AI actually helps municipal clerks, and where it doesn't.

Most municipal clerks we talk to aren't short of software - they're short of an hour back in the day.

Office and Administrative SupportBuilt in New ZealandProduction AI, not slidewareHours back, not headcountOffice and Administrative SupportBuilt in New ZealandProduction AI, not slidewareHours back, not headcountOffice and Administrative SupportBuilt in New ZealandProduction AI, not slidewareHours back, not headcountOffice and Administrative SupportBuilt in New ZealandProduction AI, not slidewareHours back, not headcount

0.04% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).

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What changes for municipal clerks week to week

Municipal Clerks sits within Office & Administration, one of the sectors we build production AI for.

Draft and answer routine email
Move data between systems
Schedule and chase follow-ups
Generate documents from templates

On the tools or running at scale, the admin still eats the week :)

Quotes with GST, consent paperwork, LBP records and health and safety logs: the admin every New Zealand trade business carries.

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*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.

How the work runs

We find the one workflow costing Municipal Clerks the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.

To start, tell us about your week

If we build the right slice first, Municipal Clerks feel the difference inside the first month. 0.04% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Kiwi Dynamics

By the numbers

Canada's overall AI usage sits at 4.37x its expected level, with Singapore leading at 5.53x.

Adoption is already well ahead of the curve, and the edge goes to whoever turns it into a concrete workflow first.

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Not your typical AI agency.

Straight answers, even when the answer is no

One workflow live in weeks, not a programme

Measured in hours back, not slides

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*Every engagement is scoped and quoted up front. Results vary by workflow and business.

Good questions, answered

What's the smallest engagement you'd take on?

A two-week paid discovery for Municipal Clerks that aren't sure whether the build is worth doing at all. You get a one-page write-up of what we'd build, what we'd skip, and what it would cost. About 30% of those discoveries end with us recommending you don't proceed.

What's the realistic outcome for Municipal Clerks?

0.04% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) We don't promise tenfold lifts because we don't see them outside of marketing decks.

What if our municipal clerks team doesn't have any data ready?

Most don't. Getting the data into shape - ingestion, cleaning, the lightweight contracts you need before any model is useful - is part of the engagement. For AI specifically, we typically run that work on Draft and answer routine email, Move data between systems, Schedule and chase follow-ups, Generate documents from templates and assume messy starting conditions from day one.

Can it remind us about the annual return?

Yes. Every company must file an annual return with the Companies Office each year, separate from its tax return.

What does the Privacy Act 2020 mean for AI?

The same rules apply as for any system holding personal information. A breach that could cause serious harm must be reported to the Privacy Commissioner, who expects it within 72 hours.

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Tell us what you're trying to do and we'll reply with how we'd build it, no obligation.