Geraldton 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 + anomaly - wired into a Geraldton 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. 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 Geraldton engagements we've shipped.
- Geraldton runs on an iron ore port, the rock lobster fishery and Mid West broadacre farming.
- Bulk export, one of the most valuable fisheries in the country, grain and a growing renewables interest. Export documentation and quota compliance are constant background work.
We work with teams across Geraldton: Geraldton CBD · Wonthella · Tarcoola Beach · Mount Tarcoola · Dongara.
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How we build AI fraud detection for a Geraldton team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Geraldton business, so value lands before the build is finished. AI fraud + anomaly.
Talk to usThe outcome for Geraldton teams
If we build the right slice first, Geraldton teams feel the difference inside the first month. 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 fast could we have AI fraud detection in production?
Eight to ten weeks for most Geraldton businesses. Faster if your data is in good shape and slower if we're untangling a legacy integration first. We'll give you a realistic number on the scoping call rather than the optimistic one.
What's the smallest engagement you'd take on?
A two-week paid discovery for Geraldton 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 if our Geraldton doesn't have any data ready?
Most don't. Getting the data into shape - ingestion, cleaning, the lightweight contracts you need before any model is useful - is part of the engagement. For AI fraud detection specifically, we typically run that work on Claude, DuckDB, Postgres, Vercel and assume messy starting conditions from day one.
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.