Mount Isa sits in a regional context that genuinely changes the build. Connectivity assumptions, the rhythm of the working week, the proximity of your team to your customers - none of those are details our default AI demand forecasting template would catch.
AI demand forecasting that lives in your stack, not on a vendor's roadmap. Shipped from Queensland.
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 Mount Isa.
- Mount Isa is a mining city in the north west, remote enough that phone and remote service are the whole business model.
- Copper, lead, silver and zinc mining, plus the services covering an enormous and sparsely populated catchment. Anything that avoids a charter flight or a ten-hour drive has obvious value here.
We work with teams across Mount Isa: Mount Isa CBD · Soldiers Hill · Happy Valley · Menzies · Cloncurry.
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How we build AI demand forecasting for a Mount Isa team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Mount Isa business, so value lands before the build is finished. AI sales + stock forecasting.
Talk to usThe outcome for Mount Isa teams
We'd call the engagement a success when Mount Isa 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
How quickly can we see something running?
Week three for a clickable internal demo against real data. Week six for a slice your team can actually use. We hold ourselves to those numbers because they're what stops a project drifting into "endless discovery".
What's the smallest engagement you'd take on?
A two-week paid discovery for Mount Isa 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.
What's the realistic outcome for Mount Isa 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 tools do you build AI demand forecasting on?
For AI demand forecasting we usually reach for Prophet, DuckDB, Claude, BigQuery, Vercel. We're tool-agnostic at heart - we pick what your Mount Isa team can actually run after we hand the build over, not what looks good on a vendor sticker.
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.