AI that gives social work teachers, postsecondary their time back, not another dashboard.

When social work teachers, postsecondary 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?

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Educational Instruction and LibraryBuilt in New ZealandProduction AI, not slidewareHours back, not headcountEducational Instruction and LibraryBuilt in New ZealandProduction AI, not slidewareHours back, not headcountEducational Instruction and LibraryBuilt in New ZealandProduction AI, not slidewareHours back, not headcountEducational Instruction and LibraryBuilt in New ZealandProduction AI, not slidewareHours back, not headcount

What changes for social work teachers, postsecondary week to week

Social Work 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

0.13% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).

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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.

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Built differently, on purpose.

Honest about what AI can and cannot do

Ships the one workflow that pays for itself

Hours given back, never the size of the invoice

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*Every engagement is scoped and quoted up front. Results vary by workflow and business.

How Kiwi Dynamics works

We find the one workflow costing Social Work 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.

To start, tell us about your week

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.

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*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.

If we build the right slice first, Social Work Teachers, Postsecondary teams feel the difference inside the first month. 0.13% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Kiwi Dynamics

Good questions, answered

What's a typical engagement length for Social Work Teachers, Postsecondary teams?

Six to twelve weeks for the build, then a short managed-services month while the system goes from "shipped" to "owned by your team". After that you keep us on retainer if you want, or take it from there yourself.

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 Social Work Teachers, Postsecondary teams?

0.13% 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.

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.

Is our data kept in New Zealand?

Kiwi Dynamics hosts its own infrastructure in New Zealand, under New Zealand governance. If personal information ever has to go offshore, privacy principle 12 requires comparable protection.

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Tell us what you're trying to do and we'll reply with how we'd build it, no obligation.