AI sales + stock forecasting, built for businesses operating in Murray Bridge.

The version of AI demand forecasting that works for a Murray Bridge 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.

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

The Murray Bridge context, plainly.

  • Murray Bridge is food processing and agriculture on the Murray, an hour from Adelaide and serving both.
  • Meat processing, dairy, irrigated agriculture and transport. Food-safety compliance and shift-based workforce administration are the heaviest recurring loads.

We work with teams across Murray Bridge: Murray Bridge CBD · Murray Bridge South · Mannum · Tailem Bend · Callington.

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How we build AI demand forecasting for a Murray Bridge team.

We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Murray Bridge business, so value lands before the build is finished. AI sales + stock forecasting.

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The outcome for Murray Bridge teams

What changes for Murray Bridge 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

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*Every engagement is scoped and quoted up front. Results vary by workflow and business.

How much is not automating costing you?

Nine hours a week of admin is 468 hours a year. With Koala Dynamics, that drops to about 52.

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*Based on 9 hours a week of admin at Koala Dynamics' typical 80% automation rate. Your number may vary, the calculator uses your own.

FAQ

How long does AI demand forecasting take to ship for Murray Bridge businesses?

We aim for a working pilot inside 4-6 weeks - narrow scope, real Murray Bridge 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.

How do you price AI demand forecasting engagements?

Fixed-scope pilots first, then either project pricing or a small monthly retainer for the ongoing work. No long lock-ins, no 18-month black-box deals. Most Murray Bridge businesses are surprised how small the first cheque is.

Anyone else in this space using AI demand forecasting?

Plenty. Stockouts down 35%, overstock down 22% in the first season. The interesting question is rarely "does it work" - it's "is your team ready to use the output." That's what we'd scope on the 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.

The honest version of a sales call.

No deck. No discovery doc. Just whether this is worth building and what it would cost.

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Tell us what you're trying to do and we'll reply with how we'd build it - no obligation.