The honest read on AI for sociologists in NZ and Australia.
Every sociologists team we've worked with has a different definition of "broken".
0.11% 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.
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.
0.11% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) For Sociologists, that almost always shows up as fewer interruptions and a calmer week, not a dashboard chart. Kiwi Dynamics
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.
What changes for sociologists week to week
Sociologists 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
Questions sociologists ask
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.
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.
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. 0.11% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026)
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.
Do you respond to government tenders?
Most large government contracts are advertised on GETS, the Government Electronic Tender Service, where suppliers register with RealMe.
Let's chat
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Tell us what you're trying to do and we'll reply with how we'd build it, no obligation.
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