AI that gives risk management specialists their time back, not another dashboard.
When risk management specialists ask us what AI actually changes, the first question we put back is the same one every time: which part of your week, if it disappeared, would change how you feel on a Friday?
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.
0.04% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).
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.
What changes for risk management specialists week to week
Risk Management Specialists 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
How the work runs
We find the one workflow costing Risk Management Specialists the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.
0.04% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) For Risk Management Specialists, that almost always shows up as fewer interruptions and a calmer week, not a dashboard chart. Kiwi Dynamics
Definitely not a typical AI agency.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
Straight answers
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.
Do you have proof this works for Risk Management Specialists?
Direct case study: 0.04% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Happy to walk you through full numbers on a call.
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.
Can it keep track of ACC levies?
Yes. ACC work levies are set by the classification unit your work falls under, and self-employed people are invoiced after filing their tax return.
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.
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