Kiwi Dynamics

Cafes and restaurants · Applied AI

The version of AI customer feedback that cafes and restaurants still use a year after launch.

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There is a version of AI customer feedback that cafes and restaurants 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

The cafes and restaurants reality

What we keep hearing from NZ cafes and restaurants.

  • Hospitality runs on thin margins where a missed booking, a bad review left unanswered, or a slow roster costs real money.
  • Reservations, reviews, and rostering are the recurring admin that pulls owners off the floor.
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How we build AI customer feedback for cafes and restaurants.

We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for a cafe or restaurant business, so value lands before the build is finished. AI review and feedback.

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The outcome for cafes and restaurants

The shape of the result for cafes and restaurants: Star ratings up ~0.4 in 90 days from faster, on-brand responses. Built on Claude, hardened with the rest of the stack as it scales.

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

When does AI customer feedback actually pay back?

Inside the first quarter, in our experience. We pick the first slice specifically because it's the highest-leverage workflow for a cafe or restaurant – so the savings start landing before the rest of the build is finished.

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.

Has this actually shipped for a real cafe or restaurant?

Yes. Star ratings up ~0.4 in 90 days from faster, on-brand responses. We'll share comparable engagements on the call.

Will this run on our own infrastructure?

Yes, where it makes sense. AI customer feedback can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Claude, Google Business API, Trustpilot, Vercel but the architecture supports your existing platform choices.

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.