Semantic search (RAG) in Hamilton.

Semantic search (RAG) that lives in your stack, not on a vendor's roadmap. Shipped from Waikato.

Home of FieldaysAI search over your dataBuilt in New ZealandProduction AI, not slidewareWorking across WaikatoHome of FieldaysAI search over your dataBuilt in New ZealandProduction AI, not slidewareWorking across WaikatoHome of FieldaysAI search over your dataBuilt in New ZealandProduction AI, not slidewareWorking across WaikatoHome of FieldaysAI search over your dataBuilt in New ZealandProduction AI, not slidewareWorking across Waikato

How Kiwi Dynamics works

We find the one workflow costing Hamilton businesses 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

Hamilton mixes healthcare, manufacturing and the agritech that turns up at Fieldays every June. We build AI for the admin those businesses still do by hand.

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Made for New Zealand paperwork.

Ask questions across your manuals, contracts and records and get answers with the source attached, not a guess.

The Public Service AI Framework
NZISM for government work
11 public holidays, plus yours

Small crew or big organisation, the busywork is the same :)

The questions a public sector buyer asks, answered up front: privacy impact, the NZISM, where the data lives and how an algorithm is held to account.

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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.

Straight answers, even when the answer is no

One workflow live in weeks, not a programme

Measured in hours back, not slides

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

Hamilton, up close.

Healthcare is Hamilton's largest employment sector at 16 per cent of jobs, alongside manufacturing, logistics, education and tech, and the University of Waikato and Wintec make it a centre of learning and research.

Fieldays at Mystery Creek is the Southern Hemisphere's largest agricultural event. Fieldays runs at Mystery Creek every June.

Talk to us about Hamilton

We'd call the engagement a success when Hamilton teams are using the system without thinking about us. Average search time drops from 6 minutes to 12 seconds. Kiwi Dynamics

Straight answers

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. Average search time drops from 6 minutes to 12 seconds.

Is semantic search (RAG) worth it for a smaller Hamilton?

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's the realistic timeline for semantic search (RAG) with a Hamilton?

Most Hamilton businesses have their first usable slice in week 5 or 6. We'd rather ship narrow and real than broad and aspirational - your team gets to use the thing well before the engagement is "done".

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.

Do you respond to government tenders?

Most large government contracts are advertised on GETS, the Government Electronic Tender Service, where suppliers register with RealMe.

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