Cafes and restaurants · Applied AI

The version of AI knowledge base that cafes and restaurants still use a year after launch.

AI knowledge base is overhyped at the macro level and underused at the workflow level. For a NZ cafe or restaurant, that gap is where the actual ROI lives – and where most of our work happens.

What AI knowledge base actually does

Your team's tribal knowledge, finally searchable. Upload your SOPs, training videos, past emails, and Slack threads – your team asks questions and gets answers with citations.

  • 01 Ingests PDFs, Word docs, videos, Slack, Notion, Drive
  • 02 Answers with citations back to source documents
  • 03 Permission-aware – staff only see what they should
  • 04 Detects stale docs and prompts owners to update

Built on: Claude Pinecone Vercel AI SDK Postgres MCP

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 knowledge base 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. Internal AI knowledge base.

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The outcome for cafes and restaurants

New staff get to productive 3x faster – less senior-team interruption. For cafes and restaurants, 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 long does AI knowledge base take to ship for cafes and restaurants?

We aim for a working pilot inside 4-6 weeks – narrow scope, real cafes and restaurants 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 knowledge base 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 cafes and restaurants are surprised how small the first cheque is.

Has this actually shipped for a real cafe or restaurant?

Yes. New staff get to productive 3x faster – less senior-team interruption. We'll share comparable engagements on the call.

Who owns the code and the model setup?

You do, on delivery. We deploy AI knowledge base into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Claude sits in your account too – we don't operate it from ours.

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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.