AI demand forecasting in Blenheim.
Built and supported here - the way a Blenheim business would actually use it.
Not your typical AI agency.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
When harvest peaks in March, rosters, contractor invoices and compliance records all land at once. We automate that paperwork so vintage gets your full attention.
What Blenheim runs on.
Marlborough is New Zealand's largest wine region, with almost 31,000 hectares of vines, around two thirds of the national total.
Marlborough put New Zealand on the international wine stage with its Sauvignon Blanc in the 1980s. Grape harvest runs to mid-April and peaks in March, with seasonal wine work from late January to May.
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.
Less admin.
More weekend.
No theatre.
What you get
If we build the right slice first, Blenheim teams feel the difference inside the first month.
- Combines your sales history with weather, calendar, and event data
- Per-SKU and per-store forecasts, not whole-business averages
- Re-forecasts weekly as new data comes in
- Explains the why behind every number
- No annual contracts
- No AI theatre
From one-person trades to national organisations, we find the hours :)
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 Kiwi Dynamics works
We find the one workflow costing Blenheim businesses the most hours, ship a working slice into production in weeks, prove it pays for itself, then harden it and hand it over.
Good questions, answered
When does AI demand forecasting actually pay back?
Inside the first quarter, in our experience. We pick the first slice specifically because it's the highest-leverage workflow for a Blenheim - so the savings start landing before the rest of the build is finished.
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.
Do you do hourly billing or fixed price?
Fixed price for the pilot, every time. After that it's your call - fixed price per milestone or a small monthly retainer for ongoing iteration. We don't run open-ended T&M because it disincentivises us from finishing.
What does the Privacy Act 2020 mean for AI?
The same rules apply as for any system holding personal information. A breach that could cause serious harm must be reported to the Privacy Commissioner, who expects it within 72 hours.
What does the Privacy Commissioner expect before we use AI?
Senior leadership sign-off, a check that the tool is necessary and proportionate, and a privacy impact assessment before it goes live.
Let's chat
StartContact us
Tell us what you're trying to do and we'll reply with how we'd build it, no obligation.
Was this helpful?
Thanks, your comment is with our team.