The reason we take on work in Bunbury is that the businesses here tend to be sharper about what they want than the brief lets on. AI demand forecasting for a Bunbury team almost always ends up looking different to AI demand forecasting for a downtown Auckland one.
AI demand forecasting that lives in your stack, not on a vendor's roadmap. Shipped from Western Australia.
What AI demand forecasting actually does
Forecasts that account for school holidays, NZ weather, tourist seasons, and your own promo calendar. Order the right stock, roster the right hours, plan the next quarter with actual numbers.
- 01 Combines your sales history with weather, calendar, and event data
- 02 Per-SKU and per-store forecasts, not whole-business averages
- 03 Re-forecasts weekly as new data comes in
- 04 Explains the why behind every number
Built on: Prophet DuckDB Claude BigQuery Vercel
Without Koala Dynamics
With Koala Dynamics
What we keep seeing in Bunbury.
- Bunbury is WA's second city - a working port with alumina, mineral sands and agriculture behind it.
- Port operations, alumina refining, mineral sands, dairy and a growing services sector. Industrial clients bring prequalification paperwork, and most local suppliers handle it manually.
We work with teams across Bunbury: Bunbury CBD · Australind · Eaton · Dalyellup · Collie.
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How we build AI demand forecasting for a Bunbury team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Bunbury business, so value lands before the build is finished. AI sales + stock forecasting.
Talk to usThe outcome for Bunbury teams
If we build the right slice first, Bunbury teams feel the difference inside the first month. Stockouts down 35%, overstock down 22% in the first season.
Not your typical AI agency.
Honest about what AI can and cannot do
Ships the one workflow that pays for itself
Hours given back, never the size of the invoice
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
FAQ
How fast could we have AI demand forecasting in production?
Eight to ten weeks for most Bunbury businesses. Faster if your data is in good shape and slower if we're untangling a legacy integration first. We'll give you a realistic number on the scoping call rather than the optimistic one.
What's the smallest engagement you'd take on?
A two-week paid discovery for Bunbury businesses that aren't sure whether the build is worth doing at all. You get a one-page write-up of what we'd build, what we'd skip, and what it would cost. About 30% of those discoveries end with us recommending you don't proceed.
Has this actually shipped for a real Bunbury?
Yes. Stockouts down 35%, overstock down 22% in the first season. We'll share comparable engagements on the call.
What if our Bunbury 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.
Talk to us about this
Tell us what you're trying to do and we'll reply with how we'd build it - no obligation.