Built for the parts of the industrial machinery mechanics job that eat a Tuesday.
Every industrial machinery mechanics team we've worked with has a different definition of "broken".
If we build the right slice first, Industrial Machinery Mechanics 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
0.04% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).
What changes for industrial machinery mechanics week to week
Industrial Machinery Mechanics sits within Trades, Installation & Repair, one of the sectors we build production AI for.
- Book jobs while you are on the tools
- Draft quotes from photos and notes
- Chase invoices automatically
- Generate compliance paperwork
An AI agency, minus the theatre.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
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.
*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.
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.
Already buried in admin? We'll sort the first workflow for you :)
Nine hours a week of admin is 468 hours a year. That could drop to about 52.*
*Illustrative, based on 9 hours a week of admin at a typical 80% automation rate. The calculator uses your own numbers.
Good questions, answered
Do you have proof this works for Industrial Machinery Mechanics?
Direct case study: 0.04% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Happy to walk you through full numbers on a call.
How long does AI take to ship for Industrial Machinery Mechanics?
We aim for a working pilot inside 4-6 weeks - narrow scope, real Industrial Machinery Mechanics data, measurable outcome. From there it's another 6-8 weeks of hardening before you'd consider it production. Full rollouts (multiple sites, multiple teams) typically land in 3-4 months.
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 Industrial Machinery Mechanics are surprised how small the first cheque is.
Can it keep track of ACC levies?
Yes. ACC work levies are set by the classification unit your work falls under, and self-employed people are invoiced after filing their 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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