Most of our Kalgoorlie engagements start the same way: a 20-minute call where the owner describes a workflow we've heard before in shape but never in detail. Semantic search (RAG) is then designed against the detail, not the shape.
Built and supported here - the way a Kalgoorlie business would actually use it.
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
Without Koala Dynamics
With Koala Dynamics
The Kalgoorlie context, plainly.
- Kalgoorlie is gold - the Super Pit and a whole services economy around a fly-in workforce.
- Gold mining, mining services and a FIFO population that changes the customer base week to week. Rostering, callouts and after-hours contact are where the time actually goes.
We work with teams across Kalgoorlie: Kalgoorlie CBD · Boulder · South Kalgoorlie · Hannans · Coolgardie.
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How we build semantic search (RAG) for a Kalgoorlie team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Kalgoorlie business, so value lands before the build is finished. AI search over your data.
Talk to usThe outcome for Kalgoorlie teams
We'd call the engagement a success when Kalgoorlie teams are using the system without thinking about us. 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
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
FAQ
How long does semantic search (RAG) take to ship for Kalgoorlie businesses?
We aim for a working pilot inside 4-6 weeks - narrow scope, real Kalgoorlie 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.
How do you price semantic search (RAG) 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 Kalgoorlie businesses are surprised how small the first cheque is.
Anyone else in this space using semantic search (RAG)?
Plenty. Average search time drops from 6 minutes to 12 seconds. The interesting question is rarely "does it work" - it's "is your team ready to use the output." That's what we'd scope on the call.
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.
Talk to us about this
Tell us what you're trying to do and we'll reply with how we'd build it - no obligation.