Built for the parts of the pipe fitters and steamfitters job that eat a Tuesday.
Every pipe fitters and steamfitters team we've worked with has a different definition of "broken".
Not your typical AI agency.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
0.02% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).
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.
0.02% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) For Pipe Fitters and Steamfitters, that almost always shows up as fewer interruptions and a calmer week, not a dashboard chart. Kiwi Dynamics
What changes for pipe fitters and steamfitters week to week
Pipe Fitters and Steamfitters sits within Construction, one of the sectors we build production AI for.
- Quote and schedule faster
- Draft variations and site reports
- Answer enquiries after hours
- Cut admin and H&S paperwork
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.
*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.
How it works in New Zealand
We find the one workflow costing Pipe Fitters and Steamfitters the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.
Good questions, answered
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 Pipe Fitters and Steamfitters are surprised how small the first cheque is.
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 Quote and schedule faster, Draft variations and site reports, Answer enquiries after hours, Cut admin and H&S paperwork but the architecture supports your existing platform choices.
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. 0.02% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026)
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.
Does it keep up with KiwiSaver changes?
It has to. The minimum employer contribution rose to 3.5 per cent on 1 April 2026 and rises to 4 per cent on 1 April 2028.
Let's chat
StartContact us
Tell us what you're trying to do and we'll reply with how we'd build it, no obligation.
Was this helpful?
Thanks, your comment is with our team.