The honest read on AI for physics teachers, postsecondary in NZ and Australia.
Every physics teachers, postsecondary team we've worked with has a different definition of "broken".
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.
0.09% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).
If we build the right slice first, Physics Teachers, Postsecondary teams feel the difference inside the first month. 0.09% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Kiwi Dynamics
How Kiwi Dynamics works
We find the one workflow costing Physics Teachers, Postsecondary teams the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.
Built differently, on purpose.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
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.
What changes for physics teachers, postsecondary week to week
Physics Teachers, Postsecondary sits within Education & Training, one of the sectors we build production AI for.
- Build lesson plans and resources
- Give students instant, cited help
- Mark and give feedback faster
- Turn one resource into many formats
Straight answers
Anyone else in this space using AI?
Plenty. 0.09% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) The interesting question is rarely "does it work" - it's "is your team ready to use the output." That's what we'd scope on the call.
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. Build lesson plans and resources sits in your account too - we don't operate it from ours.
How long does AI take to ship for Physics Teachers, Postsecondary teams?
We aim for a working pilot inside 4-6 weeks - narrow scope, real Physics Teachers, Postsecondary teams 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.
What happens when the Holidays Act is replaced?
The Employment Leave Act 2026 replaces it on 6 August 2028. Until then payroll follows the current Holidays Act, so leave calculations need to handle today's rules and the changeover.
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.
Let's chat
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Tell us what you're trying to do and we'll reply with how we'd build it, no obligation.
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