Most of our Ipswich 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 Ipswich 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
Where Ipswich operators actually lose hours.
- Ipswich is one of the fastest-growing parts of South East Queensland, built on defence, logistics and a construction boom that has not slowed.
- RAAF Base Amberley, major logistics and warehousing, and relentless residential growth feeding the trades. Volume is the problem here, not demand - most operators are turning work away because they cannot process it.
We work with teams across Ipswich: Ipswich CBD · Springfield · Ripley · Booval · Redbank Plains.
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How we build semantic search (RAG) for a Ipswich team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Ipswich business, so value lands before the build is finished. AI search over your data.
Talk to usThe outcome for Ipswich teams
If we build the right slice first, Ipswich 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
When does semantic search (RAG) 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 Ipswich - so the savings start landing before the rest of the build is finished.
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 Ipswich businesses are surprised how small the first cheque is.
What's the realistic outcome for Ipswich 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.
Will this run on our own infrastructure?
Yes, where it makes sense. Semantic search (RAG) can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Pinecone, Claude, Postgres pgvector, Vercel AI SDK but the architecture supports your existing platform choices.
Worth a conversation?
Even if you don't end up working with us, you'll leave the call knowing what's worth building.
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.