Queanbeyan businesses don't need another generic AI pitch. AI demand forecasting only earns its keep when it's built around the workflow you actually run on a wet Tuesday, and that's how we scope every engagement we take on in New South Wales.
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
The pattern across Queanbeyan engagements we've shipped.
- Queanbeyan trades on Canberra next door - construction, trades and services serving a government city from just over the border.
- A trades and construction base servicing the ACT, with lower overheads and a customer base that expects Canberra standards. Government-adjacent clients bring procurement and record-keeping requirements most small firms are not set up for.
We work with teams across Queanbeyan: Queanbeyan CBD · Jerrabomberra · Karabar · Googong · Bungendore.
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How we build AI demand forecasting for a Queanbeyan team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Queanbeyan business, so value lands before the build is finished. AI sales + stock forecasting.
Talk to usThe outcome for Queanbeyan teams
Stockouts down 35%, overstock down 22% in the first season. For Queanbeyan 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
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 Queanbeyan 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 Queanbeyan 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 Queanbeyan team can actually run after we hand the build over, not what looks good on a vendor sticker.
Twenty minutes, your call.
You describe what's broken. We'll tell you what we'd actually do about it.
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.