Built for the parts of the bakers job that eat a Tuesday.

Every bakers team we've worked with has a different definition of "broken".

Small crew or big organisation, the busywork is the same :)

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.

0.03% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).

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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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An AI agency, minus the theatre.

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.

How Kiwi Dynamics works

We find the one workflow costing Bakers 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

The shape of the result for Bakers: 0.03% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Built on Generate SOPs and work instructions, hardened with the rest of the stack as it scales. Kiwi Dynamics

What changes for bakers week to week

Bakers 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

Questions bakers ask

What's the realistic outcome for Bakers?

0.03% 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's a typical engagement length for Bakers?

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 you work with our existing systems?

Yes. The default AI stack we reach for is Generate SOPs and work instructions, Answer machine and process questions, Log and summarise shift reports, Speed up quality and compliance docs, 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.

Can reminders follow the new WoF rules?

They need to. From 1 November 2026 many light vehicles aged 4 to 14 years move to a WoF every two years, and new vehicles get their second WoF at 4 years.

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.