Built for the parts of the industrial engineers job that eat a Tuesday.
When industrial engineers 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?
0.01% 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 industrial engineers week to week
Industrial Engineers sits within Architecture & Engineering, one of the sectors we build production AI for.
- Draft specs and documentation
- Check standards and compliance
- Summarise reports and drawings
- Speed up calculations and reviews
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.
Not your typical AI agency.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
If we build the right slice first, Industrial Engineers feel the difference inside the first month. 0.01% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Kiwi Dynamics
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.
Good questions, answered
Can you work with our existing systems?
Yes. The default AI stack we reach for is Draft specs and documentation, Check standards and compliance, Summarise reports and drawings, Speed up calculations and reviews, but we'll bend it around whatever you already run - Xero, HubSpot, Shopify, Cin7, your own in-house apps. The discovery week maps every data source before any build starts.
Can you walk us through a comparable build?
Yes - on the first call we'll pick the closest engagement we've shipped to what you're describing and walk through the outcome, the headcount and the time it took. 0.01% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026)
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 does this fit the Public Service AI Framework?
The framework, led by the Government Chief Digital Officer, asks for safe, transparent and accountable AI. Agencies that sign the Algorithm Charter also commit to transparency in how they use algorithms.
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.
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