AI knowledge base that lives in your stack, not on a vendor's roadmap. Shipped from Western Australia.

Karratha 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 AI knowledge base template would catch.

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

Our field notes from Karratha builds.

  • Karratha services Pilbara LNG and iron ore, where a single day of downtime is worth more than most annual budgets.
  • North West Shelf gas, iron ore, and the industrial services town built to support them. Response speed is priced into every contract, and slow admin is a commercial liability.

We work with teams across Karratha: Karratha CBD · Bulgarra · Nickol · Baynton · Dampier.

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How we build AI knowledge base for a Karratha team.

We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Karratha business, so value lands before the build is finished. Internal AI knowledge base.

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The outcome for Karratha teams

We'd call the engagement a success when Karratha teams are using the system without thinking about us. 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

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*Every engagement is scoped and quoted up front. Results vary by workflow and business.

How much is not automating costing you?

Nine hours a week of admin is 468 hours a year. With Koala Dynamics, that drops to about 52.

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*Based on 9 hours a week of admin at Koala Dynamics' typical 80% automation rate. Your number may vary, the calculator uses your own.

FAQ

How fast could we have AI knowledge base in production?

Eight to ten weeks for most Karratha businesses. Faster if your data is in good shape and slower if we're untangling a legacy integration first. We'll give you a realistic number on the scoping call rather than the optimistic one.

What does AI knowledge base cost for a Karratha?

Pilots start from a fixed scope priced to land a measurable result inside 6 weeks. Pricing depends on data volume, integration complexity, and whether you need us on managed services afterwards. We'll quote precisely after a 30-minute scoping call.

What's the realistic outcome for Karratha 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 if our Karratha doesn't have any data ready?

Most don't. Getting the data into shape - ingestion, cleaning, the lightweight contracts you need before any model is useful - is part of the engagement. For AI knowledge base specifically, we typically run that work on Claude, Pinecone, Vercel AI SDK, Postgres, MCP and assume messy starting conditions from day one.

Twenty minutes, your call.

You describe what's broken. We'll tell you what we'd actually do about it.

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Tell us what you're trying to do and we'll reply with how we'd build it - no obligation.