AI fraud detection in Auckland.
Built and supported here - the way an Auckland business would actually use it.
Auckland makes around 38 per cent of New Zealand's GDP across a wide mix of services. We build AI that clears the admin so teams stay on billable work.
What AI fraud detection actually does
Pattern-watching AI for refund abuse, chargebacks, fake reviews, employee fiddles, and odd supplier invoices. With the right workflow automated, nine hours of admin a week could drop to about one.*
*Illustrative example only, based on 9 hours a week of admin falling to about 1 hour a week. Actual results vary by workflow and business.
How the work runs
We find the one workflow costing Auckland businesses the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.
One workflow.
In production.
In weeks.
What you get
If we build the right slice first, Auckland teams feel the difference inside the first month.
- Learns your normal patterns and flags outliers
- Daily anomaly report, not a constant alert flood
- Explainable scoring so you can act with confidence
- Integrates with Xero, Shopify, and POS systems
- No shelfware or licences you do not use
- No annual contracts
Small crew or big organisation, the busywork is the same :)
The questions a public sector buyer asks, answered up front: privacy impact, the NZISM, where the data lives and how an algorithm is held to account.
*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.
Business in Auckland.
Auckland produces around 38 per cent of New Zealand's GDP and leans on no single industry; professional, scientific and technical services is the largest, at about 11 per cent of the region's GDP.
Food and beverage manufacturers in Auckland make up 30 per cent of the country's food and beverage manufacturing businesses. Auckland Anniversary Day falls on the Monday closest to 29 January.
Good questions, answered
What's the realistic outcome for Auckland businesses?
Recovers 3-5x its cost in caught fraud within 6 months. We don't promise tenfold lifts because we don't see them outside of marketing decks.
Are there hidden costs we should plan for?
Three to know about: model/API spend (which we set up under your own account, not ours, so you see and control it), any new SaaS subscriptions we recommend, and your team's time during rollout. We surface all three in the quote so there are no surprises.
How long does AI fraud detection take to ship for Auckland businesses?
We aim for a working pilot inside 4-6 weeks - narrow scope, real Auckland 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.
Can the AI run on New Zealand-hosted cloud?
Yes, the options now exist. Microsoft opened a New Zealand cloud region in December 2024 and AWS followed in September 2025, both with local data residency.
Can you work to the NZISM?
The NZISM is the government's information security manual and is written for vendors serving agencies as well as the agencies themselves, so government-adjacent work should be built to it.
Talk to us about AI fraud detection
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Tell us what you're trying to do and we'll reply with how we'd build it, no obligation.
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