The version of AI fraud detection that works for a Wagga Wagga business is rarely the version a national vendor would sell you. We build the one that fits how your team actually operates - usually with fewer parts than the off-the-shelf pitch.
Built and supported here - the way a Wagga Wagga business would actually use it.
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
Why Wagga Wagga businesses are a fit for this.
- Wagga is the Riverina's service capital - agriculture, defence, health and education all run out of one inland city, and most of the businesses serving them are small teams covering a big catchment.
- Agricultural services, the Kapooka army base, a major regional hospital and a Charles Sturt campus give Wagga a broader economy than its size suggests. Businesses here serve a catchment measured in hours of driving, so anything that answers a customer without a trip is worth real money.
We work with teams across Wagga Wagga: Wagga CBD · Kooringal · Lake Albert · Bomen · Forest Hill.
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How we build AI fraud detection for a Wagga Wagga team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Wagga Wagga business, so value lands before the build is finished. AI fraud + anomaly.
Talk to usThe outcome for Wagga Wagga teams
Recovers 3-5x its cost in caught fraud within 6 months. For Wagga Wagga 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 long does AI fraud detection take to ship for Wagga Wagga businesses?
We aim for a working pilot inside 4-6 weeks - narrow scope, real Wagga Wagga 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.
How do you price AI fraud detection engagements?
Fixed-scope pilots first, then either project pricing or a small monthly retainer for the ongoing work. No long lock-ins, no 18-month black-box deals. Most Wagga Wagga businesses are surprised how small the first cheque is.
Has this actually shipped for a real Wagga Wagga?
Yes. Recovers 3-5x its cost in caught fraud within 6 months. We'll share comparable engagements on the call.
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.
Worth a conversation?
Even if you don't end up working with us, you'll leave the call knowing what's worth building.
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.