Responsible innovation in Kerikeri.
A system nobody can explain is a system nobody can defend when it gets something wrong.
Kerikeri, up close.
Kerikeri-Waipapa is the largest and fastest growing centre in the Far North, with a strong horticulture industry, and kiwifruit is Northland's largest and most valuable crop.
Kerikeri-Waipapa accounts for 26 per cent of all regional employment in horticulture. Kiwifruit picking and packhouse work run from about March to mid-June.
New kiwifruit orchards keep going in around Kerikeri, and every hectare adds rosters, compliance records and invoices. We build AI that keeps the paperwork in step.
What responsible innovation means here
Shipping AI you can explain, audit and switch off. Evaluation before deployment, a human in the loop on anything sensitive, and an honest account of what the system cannot do.
- Evaluate against your tasks before it goes anywhere near a customer
- A human decides anything that carries consequence
- Full audit trail of what the system did and why
- Say plainly where the model is unreliable rather than hiding it
An AI agency, minus the theatre.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
How it works in Kerikeri
We find the one workflow costing Kerikeri businesses the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.
On the tools or running at scale, the admin still eats the week :)
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.
Straight answers
Do you actually work on responsible innovation?
Shipping AI you can explain, audit and switch off. Evaluation before deployment, a human in the loop on anything sensitive, and an honest account of what the system cannot do.
Is this a talk or a build?
Both, depending on what you need. We speak on responsible innovation, and we build the systems behind it. The advice is the same either way, and it is free of charge until there is a scope to quote.
Where do you start?
With the workflow costing the most time or the most leads. A system nobody can explain is a system nobody can defend when it gets something wrong.
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.
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.
Talk to us about responsible innovation
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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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