The honest read on AI for neurologists in NZ and Australia.
Every neurologists team we've worked with has a different definition of "broken".
0.01% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).
How the work runs
We find the one workflow costing Neurologists the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.
The shape of the result for Neurologists: 0.01% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Built on Handle bookings, triage and reminders by voice, hardened with the rest of the stack as it scales. Kiwi Dynamics
Definitely not a typical AI agency.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
What changes for neurologists week to week
Neurologists 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
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.
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.
Questions neurologists ask
How long does AI take to ship for Neurologists?
We aim for a working pilot inside 4-6 weeks - narrow scope, real Neurologists data, measurable outcome. From there it's another 6-8 weeks of hardening before you'd consider it production. Full rollouts (multiple sites, multiple teams) typically land in 3-4 months.
Who owns the code and the model setup?
You do, on delivery. We deploy AI into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Handle bookings, triage and reminders by voice sits in your account too - we don't operate it from ours.
Has this actually shipped for a real neurologists 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.
What does the Privacy Act 2020 mean for AI?
The same rules apply as for any system holding personal information. A breach that could cause serious harm must be reported to the Privacy Commissioner, who expects it within 72 hours.
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.
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