Kiwi Dynamics

Accounting firms · Applied AI

AI customer feedback that fits a accounting firm's week, not the other way around.

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There is a version of AI customer feedback that accounting firms buy off a shelf and quietly stop using inside a month. Then there's the version that's wired into your real workflow, owned by a person on your team, and still in use a year later. We only build the second one.

What AI customer feedback actually does

Every Google review, NPS survey, support ticket, and social mention pulled into one place – themed, scored, and ranked by impact. You finally see what customers actually complain about.

  • 01 Pulls reviews from Google, Facebook, Trade Me, your forms
  • 02 Auto-themes complaints and praise into trends
  • 03 Alerts you to a bad review before it goes viral
  • 04 Drafts public review responses in your voice

Built on: Claude Google Business API Trustpilot Vercel

Field notes

What years of building for accounting firms taught us.

  • 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 customer feedback 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 review and feedback.

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The outcome for accounting firms

We'd call the engagement a success when accounting firms are using the system without thinking about us. Star ratings up ~0.4 in 90 days from faster, on-brand responses.

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

What's a typical engagement length for accounting firms?

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.

Do you do hourly billing or fixed price?

Fixed price for the pilot, every time. After that it's your call – fixed price per milestone or a small monthly retainer for ongoing iteration. We don't run open-ended T&M because it disincentivises us from finishing.

What's the realistic outcome for accounting firms?

Star ratings up ~0.4 in 90 days from faster, on-brand responses. We don't promise tenfold lifts because we don't see them outside of marketing decks.

Can you work with our existing systems?

Yes. The default AI customer feedback stack we reach for is Claude, Google Business API, Trustpilot, 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.

Skip the pitch.

Tell us the workflow and we'll come back with what we'd build first.

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