The version of AI demand forecasting that works for a Mandurah business is rarely the version a national vendor would sell you. We build the one that fits how your team actually operates - usually with fewer parts than the off-the-shelf pitch.
For Mandurah operators who want a working pilot in weeks, not a year-long programme.
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
Where Mandurah operators actually lose hours.
- Mandurah is a Perth commuter and retirement city, with construction and home services carrying the local economy.
- Coastal residential growth, aged care, tourism and the trades behind them. A large retiree customer base means phone-first service and a lot of repeat scheduling.
We work with teams across Mandurah: Mandurah CBD · Halls Head · Falcon · Meadow Springs · Pinjarra.
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How we build AI demand forecasting for a Mandurah team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Mandurah business, so value lands before the build is finished. AI sales + stock forecasting.
Talk to usThe outcome for Mandurah teams
We'd call the engagement a success when Mandurah teams are using the system without thinking about us. 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
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 Mandurah - so the savings start landing before the rest of the build is finished.
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's the realistic outcome for Mandurah 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.
Will this run on our own infrastructure?
Yes, where it makes sense. AI demand forecasting can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Prophet, DuckDB, Claude, BigQuery, Vercel but the architecture supports your existing platform choices.
Worth a conversation?
Even if you don't end up working with us, you'll leave the call knowing what's worth building.
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.