The reason we take on work in Bathurst is that the businesses here tend to be sharper about what they want than the brief lets on. AI demand forecasting for a Bathurst 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 New South Wales.
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 Bathurst.
- Bathurst pairs a university and a manufacturing base with a motorsport calendar that turns the whole city over twice a year.
- Charles Sturt University, light manufacturing, agriculture and the Mount Panorama events economy. Businesses plan a normal year around two enormous demand spikes, which is a scheduling problem before it is a marketing one.
We work with teams across Bathurst: Bathurst CBD · Kelso · West Bathurst · Eglinton · Mount Panorama.
Talk to us about this →
How we build AI demand forecasting for a Bathurst team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Bathurst business, so value lands before the build is finished. AI sales + stock forecasting.
Talk to usThe outcome for Bathurst teams
The shape of the result for Bathurst teams: Stockouts down 35%, overstock down 22% in the first season. Built on Prophet, hardened with the rest of the stack as it scales.
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
What's the realistic timeline for AI demand forecasting with a Bathurst?
Most Bathurst businesses have their first usable slice in week 5 or 6. We'd rather ship narrow and real than broad and aspirational - your team gets to use the thing well before the engagement is "done".
Is AI demand forecasting worth it for a smaller Bathurst?
Often, yes - and counterintuitively the ROI is sometimes faster than for the big end of town because there's less integration overhead. We'll tell you honestly on the scoping call if it isn't.
What's the realistic outcome for Bathurst businesses?
Stockouts down 35%, overstock down 22% in the first season. We don't promise tenfold lifts because we don't see them outside of marketing decks.
What happens if we want to swap a vendor out later?
AI demand forecasting is built behind a small adapter layer specifically so swapping a model provider or a data source is a one-day job, not a re-architecture. Prophet, DuckDB, Claude, BigQuery, Vercel are our defaults, but the build is intentionally portable.
One short call.
Tell us what you're trying to fix. We'll come back inside a working day.
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.