Kiwi Dynamics

Hawke's Bay · Applied AI

AI fraud + anomaly, built for businesses operating in Napier-Hastings.

Book a demo

Most of our Napier-Hastings engagements start the same way: a 20-minute call where the owner describes a workflow we've heard before in shape but never in detail. AI fraud detection is then designed against the detail, not the shape.

What AI fraud detection actually does

Pattern-watching AI for refund abuse, chargebacks, fake reviews, employee fiddles, and odd supplier invoices. Flags weirdness early – before it's a real problem.

  • 01 Learns your normal patterns and flags outliers
  • 02 Daily anomaly report, not a constant alert flood
  • 03 Explainable scoring so you can act with confidence
  • 04 Integrates with Xero, Shopify, and POS systems

Built on: Claude DuckDB Postgres Vercel

Hawke's Bay

The Napier-Hastings context, plainly.

  • Hawke's Bay runs on horticulture, wine, and tourism – three industries with sharp seasonal peaks AI can flatten.
  • From orchard ops to cellar door bookings, AI helps Hawke's Bay businesses staff right, forecast right, and chase fewer no-shows.

We work with teams across Napier-Hastings: Napier CBD · Ahuriri · Taradale · Hastings · Havelock North · Flaxmere.

Talk to us about this →

How we build AI fraud detection for a Napier-Hastings team.

We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Napier-Hastings business, so value lands before the build is finished. AI fraud + anomaly.

Talk to us

The outcome for Napier-Hastings teams

The shape of the result for Napier-Hastings 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.

Not your 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

Start a conversation

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

How much is not automating costing you?

Nine hours a week of admin is 468 hours a year. With Kiwi Dynamics, that drops to about 52.

Try the calculator

*Based on 9 hours a week of admin at Kiwi Dynamics' typical 80% automation rate. Your number may vary, the calculator uses your own.

Questions

FAQ

How long does AI fraud detection take to ship for Napier-Hastings businesses?

We aim for a working pilot inside 4-6 weeks – narrow scope, real Napier-Hastings businesses data, measurable outcome. From there it's another 6-8 weeks of hardening before you'd consider it production. Full rollouts (multiple sites, multiple teams) typically land in 3-4 months.

Are there hidden costs we should plan for?

Three to know about: model/API spend (which we set up under your own account, not ours, so you see and control it), any new SaaS subscriptions we recommend, and your team's time during rollout. We surface all three in the quote so there are no surprises.

What's the realistic outcome for Napier-Hastings businesses?

Recovers 3-5x its cost in caught fraud within 6 months. We don't promise tenfold lifts because we don't see them outside of marketing decks.

Who owns the code and the model setup?

You do, on delivery. We deploy AI fraud detection into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Claude sits in your account too – we don't operate it from ours.

Ready to talk specifics?

Scroll up – the form's right there.

Talk to Kiwi Dynamics

Get in touch

Talk to us about this

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