AI that gives chemists their time back, not another dashboard.
Every chemists 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.
0.16% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).
On the tools or running at scale, the admin still eats the week :)
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.
How Kiwi Dynamics works
We find the one workflow costing Chemists the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.
What changes for chemists week to week
Chemists 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
An AI agency, minus the theatre.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
If we build the right slice first, Chemists feel the difference inside the first month. 0.16% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Kiwi Dynamics
Good questions, answered
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 chemists team - so the savings start landing before the rest of the build is finished.
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 Summarise literature with citations, Clean and explore datasets, Draft methods and reports, Answer questions over your documents but the architecture supports your existing platform choices.
How do you price AI engagements?
Fixed-scope pilots first, then either project pricing or a small monthly retainer for the ongoing work. No long lock-ins, no 18-month black-box deals. Most Chemists are surprised how small the first cheque is.
What does the Privacy Commissioner expect before we use AI?
Senior leadership sign-off, a check that the tool is necessary and proportionate, and a privacy impact assessment before it goes live.
Can the AI run on New Zealand-hosted cloud?
Yes, the options now exist. Microsoft opened a New Zealand cloud region in December 2024 and AWS followed in September 2025, both with local data residency.
Let's chat
StartContact us
Tell us what you're trying to do and we'll reply with how we'd build it, no obligation.
Was this helpful?
Thanks, your comment is with our team.