Built for the parts of the fraud examiners, investigators and analysts job that eat a Tuesday.
Every fraud examiners, investigators and analysts team we've worked with has a different definition of "broken".
By the numbers
Canada's overall AI usage sits at 4.37x its expected level, with Singapore leading at 5.53x.
Adoption is already well ahead of the curve, and the edge goes to whoever turns it into a concrete workflow first.
0.02% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).
We'd call the engagement a success when Fraud Examiners, Investigators and Analysts are using the system without thinking about us. 0.02% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Kiwi Dynamics
What changes for fraud examiners, investigators and analysts week to week
Fraud Examiners, Investigators and Analysts sits within Business & Finance, one of the sectors we build production AI for.
- Draft reports, proposals and commentary
- Analyse spreadsheets and statements
- Answer policy questions with sources
- Automate onboarding and reminders
Already buried in admin? We'll sort the first workflow for you :)
Nine hours a week of admin is 468 hours a year. That could drop to about 52.*
*Illustrative, based on 9 hours a week of admin at a typical 80% automation rate. The calculator uses your own numbers.
From one-person trades to national organisations, we find the hours :)
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.
Definitely not a typical AI agency.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
Questions fraud examiners, investigators and analysts ask
Will this run on our own infrastructure?
Yes, where it makes sense. AI can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Draft reports, proposals and commentary, Analyse spreadsheets and statements, Answer policy questions with sources, Automate onboarding and reminders but the architecture supports your existing platform choices.
What's the realistic outcome for Fraud Examiners, Investigators and Analysts?
0.02% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) We don't promise tenfold lifts because we don't see them outside of marketing decks.
Do you do hourly billing or fixed price?
Fixed price for the pilot, every time. After that it's your call - fixed price per milestone or a small monthly retainer for ongoing iteration. We don't run open-ended T&M because it disincentivises us from finishing.
Can it remind us about the annual return?
Yes. Every company must file an annual return with the Companies Office each year, separate from its tax return.
Is our data kept in New Zealand?
Kiwi Dynamics hosts its own infrastructure in New Zealand, under New Zealand governance. If personal information ever has to go offshore, privacy principle 12 requires comparable protection.
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