AI fraud detection in Kerikeri.
AI fraud + anomaly - wired into a Kerikeri workflow, not bolted on the side.
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.
New kiwifruit orchards keep going in around Kerikeri, and every hectare adds rosters, compliance records and invoices. We build AI that keeps the paperwork in step.
Business in Kerikeri.
Kerikeri-Waipapa is the largest and fastest growing centre in the Far North, with a strong horticulture industry, and kiwifruit is Northland's largest and most valuable crop.
Kerikeri-Waipapa accounts for 26 per cent of all regional employment in horticulture. Kiwifruit picking and packhouse work run from about March to mid-June.
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.
An AI agency, minus the theatre.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
How the work runs
We find the one workflow costing Kerikeri businesses the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.
What changes for Kerikeri teams after this lands: the work that used to need a person stays done, the work that needs a person gets done with their attention undivided. Recovers 3-5x its cost in caught fraud within 6 months. 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. Recovers 3-5x its cost in caught fraud within 6 months.
What happens if we want to swap a vendor out later?
AI fraud detection is built behind a small adapter layer specifically so swapping a model provider or a data source is a one-day job, not a re-architecture. Claude, DuckDB, Postgres, Vercel are our defaults, but the build is intentionally portable.
What does AI fraud detection cost for a Kerikeri?
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.
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.
Do you respond to government tenders?
Most large government contracts are advertised on GETS, the Government Electronic Tender Service, where suppliers register with RealMe.
Let's chat
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