AI that gives office machine operators, except computer their time back, not another dashboard.
Every office machine operators, except computer 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.
0.01% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).
0.01% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) For Office Machine Operators, Except Computer teams, that almost always shows up as fewer interruptions and a calmer week, not a dashboard chart. Kiwi Dynamics
On the tools or running at scale, the admin still eats the week :)
Quotes with GST, consent paperwork, LBP records and health and safety logs: the admin every New Zealand trade business carries.
*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.
What changes for office machine operators, except computer week to week
Office Machine Operators, Except Computer sits within Office & Administration, one of the sectors we build production AI for.
- Draft and answer routine email
- Move data between systems
- Schedule and chase follow-ups
- Generate documents from templates
Not your typical AI agency.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
How much is the admin really costing 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.
Good questions, answered
Has this actually shipped for a real office machine operators, except computer team?
Yes. 0.01% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) We'll share comparable engagements on the call.
How long does AI take to ship for Office Machine Operators, Except Computer teams?
We aim for a working pilot inside 4-6 weeks - narrow scope, real Office Machine Operators, Except Computer teams 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.
Who owns the code and the model setup?
You do, on delivery. We deploy AI into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Draft and answer routine email sits in your account too - we don't operate it from ours.
Can AI help with payday filing?
It can prepare it. Employers file employment information every payday, within 2 working days when filing electronically, and automation can have it ready for a person to check.
What does the Privacy Act 2020 mean for AI?
The same rules apply as for any system holding personal information. A breach that could cause serious harm must be reported to the Privacy Commissioner, who expects it within 72 hours.
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