Built and supported here - the way a Alice Springs business would actually use it.

We've worked with enough operators in Alice Springs to know that the brief that arrives in our inbox is rarely the brief that ends up shipped. The first thing we do on any semantic search (RAG) project is sit with your team for a day before we propose anything.

What semantic search (RAG) actually does

Search that understands intent, not just keywords. Your team types what they mean - and gets the right document, ticket, or product from across every system, with citations.

  • 01 Indexes Drive, SharePoint, Notion, Slack, your CRM
  • 02 Returns answers with source links - no hallucinations
  • 03 Permissioned so staff only see what they should
  • 04 Re-indexes nightly so results stay fresh

Built on: Pinecone Claude Postgres pgvector Vercel AI SDK

What's different about doing this work in Alice Springs.

  • Alice Springs serves Central Australia - tourism, government and remote community services across a catchment the size of a country.
  • Tourism, government service delivery, health and remote community support spanning enormous distances. Remote-first service is not an efficiency here, it is the only way the work gets done.

We work with teams across Alice Springs: Alice Springs CBD · Gillen · Braitling · Larapinta · East Side.

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How we build semantic search (RAG) for a Alice Springs team.

We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Alice Springs business, so value lands before the build is finished. AI search over your data.

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The outcome for Alice Springs teams

If we build the right slice first, Alice Springs teams feel the difference inside the first month. Average search time drops from 6 minutes to 12 seconds.

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 semantic search (RAG) take to ship for Alice Springs businesses?

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

Are there hidden costs we should plan for?

Three to know about: model/API spend (which we set up under your own account, not ours, so you see and control it), any new SaaS subscriptions we recommend, and your team's time during rollout. We surface all three in the quote so there are no surprises.

What's the realistic outcome for Alice Springs businesses?

Average search time drops from 6 minutes to 12 seconds. We don't promise tenfold lifts because we don't see them outside of marketing decks.

Who owns the code and the model setup?

You do, on delivery. We deploy semantic search (RAG) into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Pinecone 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.