Most of our Bunbury 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. AI knowledge base is then designed against the detail, not the shape.
Internal AI knowledge base, built for businesses operating in Bunbury.
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
Without Koala Dynamics
With Koala Dynamics
Why Bunbury businesses are a fit for this.
- Bunbury is WA's second city - a working port with alumina, mineral sands and agriculture behind it.
- Port operations, alumina refining, mineral sands, dairy and a growing services sector. Industrial clients bring prequalification paperwork, and most local suppliers handle it manually.
We work with teams across Bunbury: Bunbury CBD · Australind · Eaton · Dalyellup · Collie.
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How we build AI knowledge base for a Bunbury team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Bunbury business, so value lands before the build is finished. Internal AI knowledge base.
Talk to usThe outcome for Bunbury teams
What changes for Bunbury teams after this lands: the work that used to need a person stays done, the work that needs a person gets done with their attention undivided. New staff get to productive 3x faster - less senior-team interruption.
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 AI knowledge base 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 Bunbury - so the savings start landing before the rest of the build is finished.
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 Bunbury businesses are surprised how small the first cheque is.
Has this actually shipped for a real Bunbury?
Yes. New staff get to productive 3x faster - less senior-team interruption. We'll share comparable engagements on the call.
Will this run on our own infrastructure?
Yes, where it makes sense. AI knowledge base can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Claude, Pinecone, Vercel AI SDK, Postgres, MCP 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.