AI that gives nursing assistants their time back, not another dashboard.
Every nursing assistants team we've worked with has a different definition of "broken".
How Kiwi Dynamics works
We find the one workflow costing Nursing Assistants the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.
0.02% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).
On the tools or running at scale, the admin still eats the week :)
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.
Built differently, on purpose.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
The shape of the result for Nursing Assistants: 0.02% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Built on Handle bookings, recalls and reminders, hardened with the rest of the stack as it scales. Kiwi Dynamics
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.
What changes for nursing assistants week to week
Nursing Assistants sits within Healthcare Support, one of the sectors we build production AI for.
- Handle bookings, recalls and reminders
- Answer common patient questions
- Draft intake and summaries
- Reduce phone and paperwork time
Good questions, answered
How long does AI take to ship for Nursing Assistants?
We aim for a working pilot inside 4-6 weeks - narrow scope, real Nursing Assistants 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.
Who owns the code and the model setup?
You do, on delivery. We deploy AI into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Handle bookings, recalls and reminders sits in your account too - we don't operate it from ours.
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 remind us about the annual return?
Yes. Every company must file an annual return with the Companies Office each year, separate from its tax return.
What does the Privacy Act 2020 mean for AI?
The same rules apply as for any system holding personal information. A breach that could cause serious harm must be reported to the Privacy Commissioner, who expects it within 72 hours.
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