The version of AI demand forecasting that works for a Tamworth 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 Tamworth 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 Tamworth operators actually lose hours.
- Tamworth is the New England's agricultural and equine capital, where seasonal peaks mean the phone either does not ring or does not stop.
- Agriculture, equine industries, meat processing, health and a major events calendar drive a business base with severe seasonality. Handling a peak without hiring for it year-round is the recurring problem AI actually solves here.
We work with teams across Tamworth: Tamworth CBD · Hillvue · Oxley Vale · Westdale · North Tamworth.
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How we build AI demand forecasting for a Tamworth team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Tamworth business, so value lands before the build is finished. AI sales + stock forecasting.
Talk to usThe outcome for Tamworth teams
What changes for Tamworth teams after this lands: the work that used to need a person stays done, the work that needs a person gets done with their attention undivided. 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 long does AI demand forecasting take to ship for Tamworth businesses?
We aim for a working pilot inside 4-6 weeks - narrow scope, real Tamworth businesses data, measurable outcome. From there it's another 6-8 weeks of hardening before you'd consider it production. Full rollouts (multiple sites, multiple teams) typically land in 3-4 months.
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.
Do you have proof this works for Tamworth businesses?
Direct case study: Stockouts down 35%, overstock down 22% in the first season. Happy to walk you through full numbers on a call.
Who owns the code and the model setup?
You do, on delivery. We deploy AI demand forecasting into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Prophet sits in your account too - we don't operate it from ours.
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.