Built for the parts of the potters, manufacturing job that eat a Tuesday.

Every potters, manufacturing team we've worked with has a different definition of "broken".

From one-person trades to national organisations, we find the hours :)

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.

AI adoption in this role is still early - which is exactly where the edge is cheapest to win.

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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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Definitely not a typical AI agency.

We say when AI is not the answer

Production first, demo second

You keep the hours, the data and the system

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

The shape of the result for Potters, Manufacturing teams: AI adoption in this role is still early - which is exactly where the edge is cheapest to win Built on Generate SOPs and work instructions, hardened with the rest of the stack as it scales. Kiwi Dynamics

What changes for potters, manufacturing week to week

Potters, Manufacturing sits within Manufacturing & Production, one of the sectors we build production AI for.

Generate SOPs and work instructions
Answer machine and process questions
Log and summarise shift reports
Speed up quality and compliance docs

How the work runs

We find the one workflow costing Potters, Manufacturing teams 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

Questions potters, manufacturing ask

Are there hidden costs we should plan for?

Three to know about: model/API spend (which we set up under your own account, not ours, so you see and control it), any new SaaS subscriptions we recommend, and your team's time during rollout. We surface all three in the quote so there are no surprises.

What's the realistic outcome for Potters, Manufacturing teams?

AI adoption in this role is still early - which is exactly where the edge is cheapest to win We don't promise tenfold lifts because we don't see them outside of marketing decks.

What's a typical engagement length for Potters, Manufacturing teams?

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.

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.

Does scheduling handle public holidays?

It should. New Zealand has 11 national public holidays, including Matariki, plus a regional anniversary day that depends on where your business is.

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