Dubbo 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 New South Wales.
AI fraud detection designed around the way a Dubbo 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
The pattern across Dubbo engagements we've shipped.
- Dubbo is the service hub for the Orana - agriculture, transport, health and government all radiate out of it across an enormous catchment.
- A logistics and agricultural service centre covering western NSW, plus a base hospital and a large tourism draw. Businesses serve customers hundreds of kilometres out, so remote quoting and scheduling carry disproportionate weight.
We work with teams across Dubbo: Dubbo CBD · Delroy · West Dubbo · South Dubbo · Wellington.
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How we build AI fraud detection for a Dubbo team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Dubbo business, so value lands before the build is finished. AI fraud + anomaly.
Talk to usThe outcome for Dubbo teams
Recovers 3-5x its cost in caught fraud within 6 months. For Dubbo teams, that almost always shows up as fewer interruptions and a calmer week, not a dashboard chart.
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 Dubbo 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.
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 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 Dubbo 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.