AI photo tagging in Napier-Hastings.

For Napier-Hastings operators who want a working pilot in weeks, not a year-long programme.

New Zealand's biggest fruit bowlAI vision + taggingBuilt in New ZealandProduction AI, not slidewareWorking across Hawke's BayNew Zealand's biggest fruit bowlAI vision + taggingBuilt in New ZealandProduction AI, not slidewareWorking across Hawke's BayNew Zealand's biggest fruit bowlAI vision + taggingBuilt in New ZealandProduction AI, not slidewareWorking across Hawke's BayNew Zealand's biggest fruit bowlAI vision + taggingBuilt in New ZealandProduction AI, not slidewareWorking across Hawke's Bay

From one-person trades to national organisations, we find the hours :)

Quotes with GST, consent paperwork, LBP records and health and safety logs: the admin every New Zealand trade business carries.

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*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.

Hawke's Bay grows more apples, pears and stone fruit than anywhere else in New Zealand. We automate the packing schedules, export paperwork and staff admin behind it.

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What Napier-Hastings runs on.

Farming, horticulture, wine and tourism are Hawke's Bay's key industries, and the region is the country's largest producer of apples, pears and stone fruit, much of it exported through Napier Port.

Napier Port is the main export port for the east coast of the central North Island. Harvest season brings some of Napier Port's highest export volumes.

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Definitely not a typical AI agency.

We say when AI is not the answer

Production first, demo second

You keep the hours, the data and the system

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*Every engagement is scoped and quoted up front. Results vary by workflow and business.

Made for New Zealand paperwork.

Site photos tagged by job, address and stage, ready for the records a code compliance certificate needs.

Consent first, sign-off after
Restricted work needs an LBP
GST at 15 per cent

The shape of the result for Napier-Hastings teams: Photo admin time cut from hours per week to minutes. Built on Claude Vision, hardened with the rest of the stack as it scales. Kiwi Dynamics

How Kiwi Dynamics works

We find the one workflow costing Napier-Hastings businesses the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.

To start, tell us about your week

Good questions, answered

Who owns the code and the model setup?

You do, on delivery. We deploy AI photo tagging into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Claude Vision sits in your account too - we don't operate it from ours.

How long does AI photo tagging take to ship for Napier-Hastings businesses?

We aim for a working pilot inside 4-6 weeks - narrow scope, real Napier-Hastings businesses 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.

Anyone else in this space using AI photo tagging?

Plenty. Photo admin time cut from hours per week to minutes. The interesting question is rarely "does it work" - it's "is your team ready to use the output." That's what we'd scope on the call.

Will quotes and invoices show GST properly?

Yes. GST is 15 per cent on most goods and services in New Zealand, and anything we build that prices work shows it the way your accounts need.

What happens when the Holidays Act is replaced?

The Employment Leave Act 2026 replaces it on 6 August 2028. Until then payroll follows the current Holidays Act, so leave calculations need to handle today's rules and the changeover.

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Tell us what you're trying to do and we'll reply with how we'd build it, no obligation.