Australian Capital Territory · Applied AI
AI fraud detection in Canberra
AI fraud detection that lives in your stack, not on a vendor's roadmap. Shipped from Australian Capital Territory.
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.
The reason we take on work in Canberra is that the businesses here tend to be sharper about what they want than the brief lets on. AI fraud detection for a Canberra team almost always ends up looking different to AI fraud detection for a downtown Auckland one.
- 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
Why Canberra businesses choose this
Canberra runs on government, policy and the contractors that service them – AI here has to handle process and compliance as carefully as it handles speed.
What we keep seeing in Canberra.
Federal departments and the consultancies orbiting them generate huge volumes of documents, submissions and reporting. Canberra teams want AI that speeds up drafting and research without ever guessing on something that needs a citation.
We work with teams across Canberra: Civic · Belconnen · Woden · Gungahlin · Tuggeranong · Barton.
How we build AI fraud detection for a Canberra team
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Canberra business, so value lands before the build is finished. Every engagement starts with a short call and a paid discovery if the brief needs one.
AI fraud + anomaly.
The outcome for Canberra teams
We'd call the engagement a success when Canberra teams are using the system without thinking about us. Recovers 3-5x its cost in caught fraud within 6 months.
Recovers 3-5x its cost in caught fraud within 6 months.
AI fraud detection in Canberra – common questions
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 Canberra 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 Canberra?
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 Canberra 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.
Get in touch
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.