The version of AI demand forecasting that works for a Warrnambool 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.
AI sales + stock forecasting, built for businesses operating in Warrnambool.
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's different about doing this work in Warrnambool.
- Warrnambool is dairy country with a strong food-processing base and a tourism strip along the Great Ocean Road.
- Dairy production and processing, agriculture services, health and a seasonal tourism economy. Farm clients and tourism clients run on completely different rhythms, and most local firms serve both.
We work with teams across Warrnambool: Warrnambool CBD · Dennington · North Warrnambool · Port Fairy · Koroit.
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How we build AI demand forecasting for a Warrnambool team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Warrnambool business, so value lands before the build is finished. AI sales + stock forecasting.
Talk to usThe outcome for Warrnambool teams
Stockouts down 35%, overstock down 22% in the first season. For Warrnambool teams, that almost always shows up as fewer interruptions and a calmer week, not a dashboard chart.
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 a typical engagement length for Warrnambool businesses?
Six to twelve weeks for the build, then a short managed-services month while the system goes from "shipped" to "owned by your team". After that you keep us on retainer if you want, or take it from there yourself.
Are there hidden costs we should plan for?
Three to know about: model/API spend (which we set up under your own account, not ours, so you see and control it), any new SaaS subscriptions we recommend, and your team's time during rollout. We surface all three in the quote so there are no surprises.
Has this actually shipped for a real Warrnambool?
Yes. Stockouts down 35%, overstock down 22% in the first season. We'll share comparable engagements on the call.
Can you work with our existing systems?
Yes. The default AI demand forecasting stack we reach for is Prophet, DuckDB, Claude, BigQuery, Vercel, but we'll bend it around whatever you already run - Xero, HubSpot, Shopify, Cin7, your own in-house apps. The discovery week maps every data source before any build starts.
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.