The honest read on AI for chemical technicians in NZ and Australia.

Every chemical technicians team we've worked with has a different definition of "broken".

Life, Physical, and Social ScienceBuilt in New ZealandProduction AI, not slidewareHours back, not headcountLife, Physical, and Social ScienceBuilt in New ZealandProduction AI, not slidewareHours back, not headcountLife, Physical, and Social ScienceBuilt in New ZealandProduction AI, not slidewareHours back, not headcountLife, Physical, and Social ScienceBuilt in New ZealandProduction AI, not slidewareHours back, not headcount

0.08% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).

Start a conversation

Definitely not a typical AI agency.

Honest about what AI can and cannot do

Ships the one workflow that pays for itself

Hours given back, never the size of the invoice

Start a conversation

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

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.

Talk to us

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.

Start a conversation

*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.

What changes for chemical technicians week to week

Chemical Technicians sits within Science & Research, one of the sectors we build production AI for.

Summarise literature with citations
Clean and explore datasets
Draft methods and reports
Answer questions over your documents

We'd call the engagement a success when Chemical Technicians are using the system without thinking about us. 0.08% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Kiwi Dynamics

How Kiwi Dynamics works

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

To start, tell us about your week

Good questions, answered

Anyone else in this space using AI?

Plenty. 0.08% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) The interesting question is rarely "does it work" - it's "is your team ready to use the output." That's what we'd scope on the call.

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.

When does AI actually pay back?

Inside the first quarter, in our experience. We pick the first slice specifically because it's the highest-leverage workflow for a chemical technicians team - so the savings start landing before the rest of the build is finished.

Do you respond to government tenders?

Most large government contracts are advertised on GETS, the Government Electronic Tender Service, where suppliers register with RealMe.

What happens when the Holidays Act is replaced?

The Employment Leave Act 2026 replaces it on 6 August 2028. Until then payroll follows the current Holidays Act, so leave calculations need to handle today's rules and the changeover.

Get started in 5 minutes

Start

Contact us

Tell us what you're trying to do and we'll reply with how we'd build it, no obligation.