Accounting firms · Applied AI

For accounting firms who want results in weeks, not a year-long transformation programme.

Most accounting firms we talk to aren't short of dashboards or tools – they're short of an hour back in the week. That's the lens we put on AI demand forecasting: not a tech showcase, but a careful look at the one or two workflows where a accounting firm is paying for the same problem to be solved twice.

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

From the trenches

The shape of every accounting firm brief we've seen.

  • Accounting firms carry seasonal peaks where document chasing and data entry crowd out the advisory work that actually pays.
  • Client document requests, reconciliations, and deadline reminders are the repetitive load behind every busy season.
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How we build AI demand forecasting for accounting firms.

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

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The outcome for accounting firms

Stockouts down 35%, overstock down 22% in the first season. For accounting firms, 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

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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 Kiwi Dynamics, that drops to about 52.

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

Questions

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".

Is AI demand forecasting worth it for a smaller accounting firm?

Often, yes – and counterintuitively the ROI is sometimes faster than for the big end of town because there's less integration overhead. We'll tell you honestly on the scoping call if it isn't.

Do you have proof this works for accounting firms?

Direct case study: Stockouts down 35%, overstock down 22% in the first season. Happy to walk you through full numbers on a call.

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 accounting firm team can actually run after we hand the build over, not what looks good on a vendor sticker.

One reply, one direction.

We don't run sequences or follow-up automation. One useful answer, one decision on your side.

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