Built for the parts of the child, family, and school social workers job that eat a Tuesday.
When child, family, and school social 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?
0.01% 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.
An AI agency, minus the theatre.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
The shape of the result for Child, Family, and School Social Workers: 0.01% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Built on Answer common questions with care, hardened with the rest of the stack as it scales. Kiwi Dynamics
How it works in New Zealand
We find the one workflow costing Child, Family, and School Social Workers the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.
What changes for child, family, and school social workers week to week
Child, Family, and School Social Workers sits within Community & Social Services, one of the sectors we build production AI for.
- Answer common questions with care
- Draft case notes and summaries
- Route and triage requests
- Free up time for the human work
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.
Straight answers
Do you do hourly billing or fixed price?
Fixed price for the pilot, every time. After that it's your call - fixed price per milestone or a small monthly retainer for ongoing iteration. We don't run open-ended T&M because it disincentivises us from finishing.
What's the realistic outcome for Child, Family, and School Social Workers?
0.01% 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.
Can you work with our existing systems?
Yes. The default AI stack we reach for is Answer common questions with care, Draft case notes and summaries, Route and triage requests, Free up time for the human work, 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 AI help with payday filing?
It can prepare it. Employers file employment information every payday, within 2 working days when filing electronically, and automation can have it ready for a person to check.
Do you work with Xero?
Yes. Xero is one of the systems we build around, and we connect to the other tools you already run rather than asking you to switch.
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