AI agents in Hamilton.
AI agents that lives in your stack, not on a vendor's roadmap. Shipped from Waikato.
Hamilton mixes healthcare, manufacturing and the agritech that turns up at Fieldays every June. We build AI for the admin those businesses still do by hand.
Knows the New Zealand rules.
Agents prepare the admin every New Zealand employer owes, like payday filing within 2 working days and GST returns, for a person to approve.
- Payday filing, every payday
- GST at 15 per cent
- Xero, founded in New Zealand
How the work runs
We find the one workflow costing Hamilton businesses the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.
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.
Not your typical AI agency.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
What Hamilton runs on.
Healthcare is Hamilton's largest employment sector at 16 per cent of jobs, alongside manufacturing, logistics, education and tech, and the University of Waikato and Wintec make it a centre of learning and research.
Fieldays at Mystery Creek is the Southern Hemisphere's largest agricultural event. Fieldays runs at Mystery Creek every June.
We'd call the engagement a success when Hamilton teams are using the system without thinking about us. Replaces 15+ hours of weekly back-office work per agent deployed. Kiwi Dynamics
Straight answers
Is AI agents worth it for a smaller Hamilton?
Often, yes - and counterintuitively the ROI is sometimes faster than for the big end of town because there's less integration overhead. We'll tell you honestly on the scoping call if it isn't.
How quickly can we see something running?
Week three for a clickable internal demo against real data. Week six for a slice your team can actually use. We hold ourselves to those numbers because they're what stops a project drifting into "endless discovery".
What tools do you build AI agents on?
For AI agents we usually reach for Claude Agent SDK, OpenAI Agents, LangGraph, n8n, MCP. We're tool-agnostic at heart - we pick what your Hamilton team can actually run after we hand the build over, not what looks good on a vendor sticker.
Do you work with Xero?
Yes. Xero is one of the systems we build around, and we connect to the other tools you already run rather than asking you to switch.
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.
Talk to us about AI agents
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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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