Where AI actually helps preventive medicine physicians, and where it doesn't.
There's a version of "AI for preventive medicine physicians" that gets bought off a shelf and quietly stops getting used inside a month.
We'd call the engagement a success when Preventive Medicine Physicians are using the system without thinking about us. 0.01% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Kiwi Dynamics
0.01% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).
What changes for preventive medicine physicians week to week
Preventive Medicine Physicians sits within Healthcare, one of the sectors we build production AI for.
- Handle bookings, triage and reminders by voice
- Summarise notes in plain language
- Answer staff questions over your protocols
- Cut phone and paperwork time
Already buried in admin? We'll sort the first workflow for 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.
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.
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.
Questions preventive medicine physicians ask
What if our preventive medicine physicians team doesn't have any data ready?
Most don't. Getting the data into shape - ingestion, cleaning, the lightweight contracts you need before any model is useful - is part of the engagement. For AI specifically, we typically run that work on Handle bookings, triage and reminders by voice, Summarise notes in plain language, Answer staff questions over your protocols, Cut phone and paperwork time and assume messy starting conditions from day one.
How fast could we have AI in production?
Eight to ten weeks for most Preventive Medicine Physicians. Faster if your data is in good shape and slower if we're untangling a legacy integration first. We'll give you a realistic number on the scoping call rather than the optimistic one.
Has this actually shipped for a real preventive medicine physicians team?
Yes. 0.01% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) We'll share comparable engagements on the call.
Can AI help with payday filing?
It can prepare it. Employers file employment information every payday, within 2 working days when filing electronically, and automation can have it ready for a person to check.
Can it keep track of ACC levies?
Yes. ACC work levies are set by the classification unit your work falls under, and self-employed people are invoiced after filing their tax return.
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.