The reason we take on work in Emerald is that the businesses here tend to be sharper about what they want than the brief lets on. AI knowledge base for a Emerald team almost always ends up looking different to AI knowledge base for a downtown Auckland one.
Internal AI knowledge base - wired into a Emerald workflow, not bolted on the side.
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
What we keep seeing in Emerald.
- Emerald sits in the Central Highlands where coal and cotton meet, serving both mines and farms out of one small town.
- Bowen Basin coal, irrigated cotton, grain and the machinery and logistics behind them. Mining procurement and agricultural seasonality pull local businesses in two directions at once.
We work with teams across Emerald: Emerald CBD · Blackwater · Capella · Springsure · Clermont.
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How we build AI knowledge base for a Emerald team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Emerald business, so value lands before the build is finished. Internal AI knowledge base.
Talk to usThe outcome for Emerald teams
What changes for Emerald 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
What's the realistic timeline for AI knowledge base with a Emerald?
Most Emerald 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 AI knowledge base worth it for a smaller Emerald?
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.
What's the realistic outcome for Emerald businesses?
New staff get to productive 3x faster - less senior-team interruption. We don't promise tenfold lifts because we don't see them outside of marketing decks.
What happens if we want to swap a vendor out later?
AI knowledge base 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. Claude, Pinecone, Vercel AI SDK, Postgres, MCP are our defaults, but the build is intentionally portable.
Twenty minutes, your call.
You describe what's broken. We'll tell you what we'd actually do about it.
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.