AI that gives technical writers their time back, not another dashboard.

Every technical writers team we've worked with has a different definition of "broken".

How it works in New Zealand

We find the one workflow costing Technical Writers the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.

1.14% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).

What changes for Technical Writers after this lands: the work that used to need a person stays done, the work that needs a person gets done with their attention undivided. 1.14% 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.

Not your typical AI agency.

We say when AI is not the answer

Production first, demo second

You keep the hours, the data and the system

*Every engagement is scoped and quoted up front. Results vary by workflow and business.

What changes for technical writers week to week

Technical Writers sits within Media, Design & Content, one of the sectors we build production AI for.

  • Draft and edit copy on brand
  • Repurpose content across channels
  • Research and outline fast
  • Caption, summarise and tag media

Small crew or big organisation, the busywork is the same :)

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.

Straight answers

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.

What's a typical engagement length for Technical Writers?

Six to twelve weeks for the build, then a short managed-services month while the system goes from "shipped" to "owned by your team". After that you keep us on retainer if you want, or take it from there yourself.

Can you work with our existing systems?

Yes. The default AI stack we reach for is Draft and edit copy on brand, Repurpose content across channels, Research and outline fast, Caption, summarise and tag media, 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.

Does scheduling handle public holidays?

It should. New Zealand has 11 national public holidays, including Matariki, plus a regional anniversary day that depends on where your business is.

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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