Kowloon · Applied AI
AI knowledge base in Kwun Tong
AI knowledge base that lives in your stack, not on a vendor's roadmap. Shipped from Kowloon.
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.
Kwun Tong businesses don't need another generic AI pitch. AI knowledge base only earns its keep when it's built around the workflow you actually run on a wet Tuesday, and that's how we scope every engagement we take on in Kowloon.
- 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
Why Kwun Tong businesses choose this
Kwun Tong has rebuilt itself from an industrial district into Hong Kong's startup and creative hub – AI here supports a business scene that's already used to reinventing fast.
What we keep seeing in Kwun Tong.
Former factory blocks have become one of the densest concentrations of startups, design studios and creative agencies in the city. Businesses here want AI that's genuinely modern, not a legacy tool with a new coat of paint.
We work with teams across Kwun Tong: Kowloon Bay · Ngau Tau Kok · Lam Tin · Cha Kwo Ling.
How we build AI knowledge base for a Kwun Tong team
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Kwun Tong business, so value lands before the build is finished. Every engagement starts with a short call and a paid discovery if the brief needs one.
Internal AI knowledge base.
The outcome for Kwun Tong teams
What changes for Kwun Tong 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.
New staff get to productive 3x faster – less senior-team interruption.
AI knowledge base in Kwun Tong – common questions
What's the realistic timeline for AI knowledge base with a Kwun Tong?
Most Kwun Tong 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 Kwun Tong?
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.
Do you have proof this works for Kwun Tong businesses?
Direct case study: New staff get to productive 3x faster – less senior-team interruption. Happy to walk you through full numbers on a call.
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.
Sketch this with us.
We'll map your real workflow before quoting anything.
Get in touch
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.