Mandurah businesses don't need another generic AI pitch. AI fraud detection only earns its keep when it's built around the workflow you actually run on a wet Tuesday, and that's how we scope every engagement we take on in Western Australia.
AI fraud detection that lives in your stack, not on a vendor's roadmap. Shipped from Western Australia.
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 we keep seeing in Mandurah.
- Mandurah is a Perth commuter and retirement city, with construction and home services carrying the local economy.
- Coastal residential growth, aged care, tourism and the trades behind them. A large retiree customer base means phone-first service and a lot of repeat scheduling.
We work with teams across Mandurah: Mandurah CBD · Halls Head · Falcon · Meadow Springs · Pinjarra.
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How we build AI fraud detection for a Mandurah team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Mandurah business, so value lands before the build is finished. AI fraud + anomaly.
Talk to usThe outcome for Mandurah teams
We'd call the engagement a success when Mandurah teams are using the system without thinking about us. 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 Mandurah 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 Mandurah?
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 Mandurah 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.