The reason we take on work in Central Coast is that the businesses here tend to be sharper about what they want than the brief lets on. AI fraud detection for a Central Coast team almost always ends up looking different to AI fraud detection for a downtown Auckland one.
AI fraud detection designed around the way a Central Coast team actually runs.
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
Without Koala Dynamics
With Koala Dynamics
What Central Coast teams tell us when they get on a call.
- The Central Coast is a commuter belt that has grown into its own economy - health, construction and retail employ most of it, and a lot of owners are running a real business while still losing a day a week to admin.
- Gosford and Wyong anchor a corridor of health services, aged care, trades and retail serving 350,000 people between Sydney and Newcastle. Plenty of businesses here are big enough to hurt from manual quoting and phone handling but too lean to hire an office manager for it.
We work with teams across Central Coast: Gosford · Wyong · Erina · Tuggerah · Terrigal · The Entrance.
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How we build AI fraud detection for a Central Coast team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Central Coast business, so value lands before the build is finished. AI fraud + anomaly.
Talk to usThe outcome for Central Coast teams
What changes for Central Coast 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.
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
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
FAQ
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".
What's the smallest engagement you'd take on?
A two-week paid discovery for Central Coast businesses that aren't sure whether the build is worth doing at all. You get a one-page write-up of what we'd build, what we'd skip, and what it would cost. About 30% of those discoveries end with us recommending you don't proceed.
Has this actually shipped for a real Central Coast?
Yes. Recovers 3-5x its cost in caught fraud within 6 months. We'll share comparable engagements on the call.
What tools do you build AI fraud detection on?
For AI fraud detection we usually reach for Claude, DuckDB, Postgres, Vercel. We're tool-agnostic at heart - we pick what your Central Coast team can actually run after we hand the build over, not what looks good on a vendor sticker.
One short call.
Tell us what you're trying to fix. We'll come back inside a working day.
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.