AI demand forecasting in Wellington.
AI demand forecasting that lives in your stack, not on a vendor's roadmap. Shipped from Wellington.
Business in Wellington.
Wellington is home to New Zealand's public sector, which makes up 17 per cent of the city's workforce, alongside tech and fintech, gaming, screen, and food and beverage.
Wellington is a UNESCO City of Film, known for its post-production work. Wellington Anniversary Day falls on on or near 22 January.
Wellington runs on government, tech and screen, and most of that work runs on documents. We build AI that reads, drafts and files them, on New Zealand infrastructure.
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.
Definitely not a typical AI agency.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
We'd call the engagement a success when Wellington teams are using the system without thinking about us. Stockouts down 35%, overstock down 22% in the first season. Kiwi Dynamics
Small crew or big organisation, the busywork is the same :)
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.
How much is the admin really costing you?
Nine hours a week of admin is 468 hours a year. That could drop to about 52.*
*Illustrative, based on 9 hours a week of admin at a typical 80% automation rate. The calculator uses your own numbers.
Good questions, answered
Has this actually shipped for a real Wellington?
Yes. Stockouts down 35%, overstock down 22% in the first season. We'll share comparable engagements on the call.
What does AI demand forecasting cost for a Wellington?
Pilots start from a fixed scope priced to land a measurable result inside 6 weeks. Pricing depends on data volume, integration complexity, and whether you need us on managed services afterwards. We'll quote precisely after a 30-minute scoping call.
What if our Wellington doesn't have any data ready?
Most don't. Getting the data into shape - ingestion, cleaning, the lightweight contracts you need before any model is useful - is part of the engagement. For AI demand forecasting specifically, we typically run that work on Prophet, DuckDB, Claude, BigQuery, Vercel and assume messy starting conditions from day one.
Does it keep up with KiwiSaver changes?
It has to. The minimum employer contribution rose to 3.5 per cent on 1 April 2026 and rises to 4 per cent on 1 April 2028.
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.
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