AI demand forecasting in Timaru.
AI sales + stock forecasting, built for businesses operating in Timaru.
Timaru processes dairy, meat, vegetables and beer for export through PrimePort. We automate the shift rosters, supplier paperwork and reporting those plants run on.
How the work runs
We find the one workflow costing Timaru 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 :)
The questions a public sector buyer asks, answered up front: privacy impact, the NZISM, where the data lives and how an algorithm is held to account.
*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.
What Timaru runs on.
Food and fibre drive South Canterbury, and PrimePort handled $1.1 billion of exports in 2021, 99 per cent of them food and fibre products.
Fonterra's Clandeboye dairy factory and McCain's food processing plant are both in the district. Dominion Day (South Canterbury Anniversary) falls on the fourth Monday in September.
What AI demand forecasting actually does
Forecasts that account for school holidays, NZ weather, tourist seasons, and your own promo calendar. With the right workflow automated, nine hours of admin a week could drop to about one.*
*Illustrative example only, based on 9 hours a week of admin falling to about 1 hour a week. Actual results vary by workflow and business.
What changes for Timaru teams after this lands: the work that used to need a person stays done, the work that needs a person gets done with their attention undivided. Stockouts down 35%, overstock down 22% in the first season. Kiwi Dynamics
An AI agency, minus the theatre.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
Questions Timaru businesses ask
How long does AI demand forecasting take to ship for Timaru businesses?
We aim for a working pilot inside 4-6 weeks - narrow scope, real Timaru 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.
Who owns the code and the model setup?
You do, on delivery. We deploy AI demand forecasting into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Prophet sits in your account too - we don't operate it from ours.
Anyone else in this space using AI demand forecasting?
Plenty. Stockouts down 35%, overstock down 22% in the first season. 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.
Can the AI run on New Zealand-hosted cloud?
Yes, the options now exist. Microsoft opened a New Zealand cloud region in December 2024 and AWS followed in September 2025, both with local data residency.
Can it remind us about the annual return?
Yes. Every company must file an annual return with the Companies Office each year, separate from its tax return.
Talk to us about AI demand forecasting
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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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