Built for the parts of the biochemists and biophysicists job that eat a Tuesday.
When biochemists and biophysicists 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?
What changes for biochemists and biophysicists week to week
Biochemists and Biophysicists 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
0.09% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).
From one-person trades to national organisations, we find the hours :)
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.
We'd call the engagement a success when Biochemists and Biophysicists are using the system without thinking about us. 0.09% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Kiwi Dynamics
Built differently, on purpose.
*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.
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.
Questions biochemists and biophysicists ask
Can you work with our existing systems?
Yes. The default AI stack we reach for is Summarise literature with citations, Clean and explore datasets, Draft methods and reports, Answer questions over your documents, 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.
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 Biochemists and Biophysicists?
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.
Do you respond to government tenders?
Most large government contracts are advertised on GETS, the Government Electronic Tender Service, where suppliers register with RealMe.
Is our data kept in New Zealand?
Kiwi Dynamics hosts its own infrastructure in New Zealand, under New Zealand governance. If personal information ever has to go offshore, privacy principle 12 requires comparable protection.
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