Built for the parts of the precious metal workers job that eat a Tuesday.

When precious metal workers 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?

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Not your 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.

0.01% 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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What changes for precious metal workers week to week

Precious Metal Workers 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

We'd call the engagement a success when Precious Metal Workers are using the system without thinking about us. 0.01% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Kiwi Dynamics

How the work runs

We find the one workflow costing Precious Metal Workers 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

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.

Good questions, answered

Will this run on our own infrastructure?

Yes, where it makes sense. AI can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Generate SOPs and work instructions, Answer machine and process questions, Log and summarise shift reports, Speed up quality and compliance docs but the architecture supports your existing platform choices.

How do you price AI engagements?

Fixed-scope pilots first, then either project pricing or a small monthly retainer for the ongoing work. No long lock-ins, no 18-month black-box deals. Most Precious Metal Workers are surprised how small the first cheque is.

Can you walk us through a comparable build?

Yes - on the first call we'll pick the closest engagement we've shipped to what you're describing and walk through the outcome, the headcount and the time it took. 0.01% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026)

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.

Can it help with health and safety records?

It can keep them organised. A business must notify WorkSafe of notifiable events and keep those records for at least five years.

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