AI fraud detection in Hamilton.
AI fraud detection designed around the way a Hamilton team actually runs.
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.
What AI fraud detection actually does
Pattern-watching AI for refund abuse, chargebacks, fake reviews, employee fiddles, and odd supplier invoices. With the right workflow automated, nine hours of admin a week could drop to about one.*
*Illustrative example only, based on 9 hours a week of admin falling to about 1 hour a week. Actual results vary by workflow and business.
Definitely not a typical AI agency.
*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 :)
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.
*Illustrative example based on nine hours a week of admin. Actual 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.
The shape of the result for Hamilton teams: Recovers 3-5x its cost in caught fraud within 6 months. Built on Claude, hardened with the rest of the stack as it scales. Kiwi Dynamics
How it works in Hamilton
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.
Good questions, answered
What does AI fraud detection cost for a Hamilton?
Pilots start from a fixed scope priced to land a measurable result inside 6 weeks. Pricing depends on data volume, integration complexity, and whether you need us on managed services afterwards. We'll quote precisely after a 30-minute scoping call.
What's the realistic timeline for AI fraud detection 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".
Do you have proof this works for Hamilton businesses?
Direct case study: Recovers 3-5x its cost in caught fraud within 6 months. Happy to walk you through full numbers on a call.
Do you respond to government tenders?
Most large government contracts are advertised on GETS, the Government Electronic Tender Service, where suppliers register with RealMe.
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.
Talk to us about AI fraud detection
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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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