Where AI actually helps graduate teaching assistants, and where it doesn't.

There's a version of "AI for graduate teaching assistants" that gets bought off a shelf and quietly stops getting used inside a month.

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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

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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0.19% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).

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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.

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

Definitely not a typical AI agency.

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.

What changes for graduate teaching assistants week to week

Graduate Teaching Assistants 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

How Kiwi Dynamics works

We find the one workflow costing Graduate Teaching Assistants 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

The shape of the result for Graduate Teaching Assistants: 0.19% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Built on Build lesson plans and resources, hardened with the rest of the stack as it scales. Kiwi Dynamics

Questions graduate teaching assistants ask

Is AI worth it for a smaller graduate teaching assistants team?

Often, yes - and counterintuitively the ROI is sometimes faster than for the big end of town because there's less integration overhead. We'll tell you honestly on the scoping call if it isn't.

What tools do you build AI on?

For AI we usually reach for Build lesson plans and resources, Give students instant, cited help, Mark and give feedback faster, Turn one resource into many formats. We're tool-agnostic at heart - we pick what your graduate teaching assistants team team can actually run after we hand the build over, not what looks good on a vendor sticker.

How quickly can we see something running?

Week three for a clickable internal demo against real data. Week six for a slice your team can actually use. We hold ourselves to those numbers because they're what stops a project drifting into "endless discovery".

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.

Does scheduling handle public holidays?

It should. New Zealand has 11 national public holidays, including Matariki, plus a regional anniversary day that depends on where your business is.

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