Central Coast sits in a regional context that genuinely changes the build. Connectivity assumptions, the rhythm of the working week, the proximity of your team to your customers - none of those are details our default semantic search (RAG) template would catch.
AI search over your data - wired into a Central Coast workflow, not bolted on the side.
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
What we keep seeing in Central Coast.
- The Central Coast is a commuter belt that has grown into its own economy - health, construction and retail employ most of it, and a lot of owners are running a real business while still losing a day a week to admin.
- Gosford and Wyong anchor a corridor of health services, aged care, trades and retail serving 350,000 people between Sydney and Newcastle. Plenty of businesses here are big enough to hurt from manual quoting and phone handling but too lean to hire an office manager for it.
We work with teams across Central Coast: Gosford · Wyong · Erina · Tuggerah · Terrigal · The Entrance.
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How we build semantic search (RAG) for a Central Coast team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Central Coast business, so value lands before the build is finished. AI search over your data.
Talk to usThe outcome for Central Coast teams
If we build the right slice first, Central Coast 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
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
FAQ
What's the realistic timeline for semantic search (RAG) with a Central Coast?
Most Central Coast businesses have their first usable slice in week 5 or 6. We'd rather ship narrow and real than broad and aspirational - your team gets to use the thing well before the engagement is "done".
Is semantic search (RAG) worth it for a smaller Central Coast?
Often, yes - and counterintuitively the ROI is sometimes faster than for the big end of town because there's less integration overhead. We'll tell you honestly on the scoping call if it isn't.
Has this actually shipped for a real Central Coast?
Yes. Average search time drops from 6 minutes to 12 seconds. We'll share comparable engagements on the call.
What happens if we want to swap a vendor out later?
Semantic search (RAG) is built behind a small adapter layer specifically so swapping a model provider or a data source is a one-day job, not a re-architecture. Pinecone, Claude, Postgres pgvector, Vercel AI SDK are our defaults, but the build is intentionally portable.
One short call.
Tell us what you're trying to fix. We'll come back inside a working day.
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.